Commit ·
6c19fec
0
Parent(s):
Super-squash: collapse flusher history (post sessions-GC, 2026-07-07)
Browse filesThis view is limited to 50 files because it contains too many changes. See raw diff
- .gitattributes +718 -0
- error_taxonomy_labeling/balanced/balance_stats.json +33 -0
- error_taxonomy_labeling/balanced/balanced_pairs.jsonl +0 -0
- error_taxonomy_labeling/confidence/cascade_labels_natural.jsonl +0 -0
- error_taxonomy_labeling/confidence/cascade_metrics_natural.json +17 -0
- error_taxonomy_labeling/confidence/confidence_report.html +0 -0
- error_taxonomy_labeling/confidence/inputs/confidence_meta.json +24 -0
- error_taxonomy_labeling/confidence/inputs/confidence_prompts.jsonl +3 -0
- error_taxonomy_labeling/confidence/results_sglang.jsonl +0 -0
- error_taxonomy_labeling/confidence/summary_sglang.json +29 -0
- error_taxonomy_labeling/confidence_aug/calibration_compare.html +213 -0
- error_taxonomy_labeling/confidence_aug/confidence_report.html +0 -0
- error_taxonomy_labeling/confidence_aug/results_sglang.jsonl +0 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu/embeddings.npy +3 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu/meta.json +8 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu/pair_ids.json +0 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct/embeddings.npy +3 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct/meta.json +10 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct/pair_ids.json +0 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich/embeddings.npy +3 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich/meta.json +10 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich/pair_ids.json +0 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich_msl1536/embeddings.npy +3 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich_msl1536/meta.json +10 -0
- error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich_msl1536/pair_ids.json +0 -0
- error_taxonomy_labeling/inputs/corpus_5k.jsonl +3 -0
- error_taxonomy_labeling/readout/ablation/ab_4way_table.txt +68 -0
- error_taxonomy_labeling/readout/ablation/readout_instruct_rich.metrics.json +1579 -0
- error_taxonomy_labeling/readout/ablation/readout_instruct_rich_msl1536.metrics.json +1579 -0
- error_taxonomy_labeling/readout/metrics.json +1579 -0
- error_taxonomy_labeling/readout/metrics_baseline.json +1579 -0
- error_taxonomy_labeling/readout/metrics_instruct.json +1579 -0
- error_taxonomy_labeling/readout/readout_head.pt +3 -0
- error_taxonomy_labeling/readout/readout_head_instruct.pt +3 -0
- error_taxonomy_labeling/rft/inputs/meta.json +21 -0
- error_taxonomy_labeling/rft/inputs/rollout_tasks.jsonl +0 -0
- error_taxonomy_labeling/rft/outputs/positive_trajectories.jsonl +3 -0
- error_taxonomy_labeling/rft/outputs/rollout_stats.json +126 -0
- error_taxonomy_labeling/taxonomy/augment/augment_manifest.json +31 -0
- error_taxonomy_labeling/taxonomy/augment/augmented_corpus.jsonl +0 -0
- error_taxonomy_labeling/taxonomy/augment/augmented_labels.jsonl +0 -0
- error_taxonomy_labeling/taxonomy/augment/manifest.json +27 -0
- error_taxonomy_labeling/taxonomy/augment/pending_pool.jsonl +9 -0
- error_taxonomy_labeling/taxonomy/augment/pending_resolved.jsonl +9 -0
- error_taxonomy_labeling/taxonomy/augment/sft_augmentation_ab.html +153 -0
- error_taxonomy_labeling/taxonomy/augment/sft_augmented_floor0.0_metrics.json +210 -0
- error_taxonomy_labeling/taxonomy/augment/sft_augmented_floor0.5_metrics.json +210 -0
- error_taxonomy_labeling/taxonomy/augment/sft_augmented_metrics.json +210 -0
- error_taxonomy_labeling/taxonomy/augment/sft_base_metrics.json +210 -0
- error_taxonomy_labeling/taxonomy/augment/taxonomy_gap.jsonl +97 -0
.gitattributes
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| 1 |
+
*.7z filter=lfs diff=lfs merge=lfs -text
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| 2 |
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*.arrow filter=lfs diff=lfs merge=lfs -text
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*.avro filter=lfs diff=lfs merge=lfs -text
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*.bin filter=lfs diff=lfs merge=lfs -text
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*.bz2 filter=lfs diff=lfs merge=lfs -text
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*.ckpt filter=lfs diff=lfs merge=lfs -text
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*.ftz filter=lfs diff=lfs merge=lfs -text
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sd-full-20260706T193921Z/checkpoints/iter_0000009/__1_0.distcp filter=lfs diff=lfs merge=lfs -text
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sd-full-20260706T193921Z/checkpoints/iter_0000009/__2_0.distcp filter=lfs diff=lfs merge=lfs -text
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error_taxonomy_labeling/training_curve/inputs_sd/curve_prompts.jsonl filter=lfs diff=lfs merge=lfs -text
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sd-full-20260706T193921Z/checkpoints/iter_0000009/__3_0.distcp filter=lfs diff=lfs merge=lfs -text
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sd-full-20260706T193921Z/train_logs/train.log filter=lfs diff=lfs merge=lfs -text
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error_taxonomy_labeling/training_curve/inputs_sd2/curve_prompts.jsonl filter=lfs diff=lfs merge=lfs -text
|
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"target": 5000,
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"cap": 500,
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"n_selected": 2606,
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"n_classes": 11,
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"available_counts": {
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"no_error": 2411,
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"edit_application_failure": 245,
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"test_or_verification_failure": 227,
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"command_syntax_or_usage_error": 201,
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"diagnostic_script_logic_error": 66,
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"environment_precondition_not_met": 48,
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"invalid_session_reference": 42,
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"missing_dependency_or_plugin": 35
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},
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"balanced_counts": {
|
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"diagnostic_script_runtime_exception": 500,
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"no_error": 500,
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"tool_call_schema_violation": 500,
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"edit_application_failure": 245,
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"missing_path_or_target": 242,
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"test_or_verification_failure": 227,
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"command_syntax_or_usage_error": 201,
|
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"diagnostic_script_logic_error": 66,
|
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"environment_precondition_not_met": 48,
|
| 29 |
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"invalid_session_reference": 42,
|
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"missing_dependency_or_plugin": 35
|
| 31 |
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},
|
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"dropped_classes": {}
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{
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"n": 2897,
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"threshold": 0.71,
|
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"sft_only_acc": 0.903,
|
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"cascade_acc": 0.9241,
|
| 6 |
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"sft_only_bal_acc": 0.8119,
|
| 7 |
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"cascade_bal_acc": 0.7935,
|
| 8 |
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"kept_frac": 0.9289,
|
| 9 |
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"routed_frac": 0.0711,
|
| 10 |
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"sonnet_calls": 206,
|
| 11 |
+
"sonnet_call_frac": 0.0711,
|
| 12 |
+
"kept_acc": 0.9313,
|
| 13 |
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"routed_sft_acc": 0.534,
|
| 14 |
+
"routed_sonnet_vs_gold": 0.8301,
|
| 15 |
+
"split": "natural",
|
| 16 |
+
"mode": "sonnet"
|
| 17 |
+
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error_taxonomy_labeling/confidence/inputs/confidence_meta.json
ADDED
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{
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"model": "Qwen/Qwen3.5-4B",
|
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"classes": [
|
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|
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|
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|
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|
| 15 |
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],
|
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"im_end_id": 248046,
|
| 17 |
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"n_eval": 520,
|
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"n_natural": 2897,
|
| 19 |
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"prompt_len": {
|
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"min": 1713,
|
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"p50": 1947,
|
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"max": 4265
|
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|
| 24 |
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version https://git-lfs.github.com/spec/v1
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oid sha256:fe34c2495e62ba30aebd1096485a9c0fcc08b69265f5dba2545120b8ccb10141
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| 3 |
+
size 40052602
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error_taxonomy_labeling/confidence/results_sglang.jsonl
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error_taxonomy_labeling/confidence/summary_sglang.json
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| 1 |
+
{
|
| 2 |
+
"model": "/workspace/etx_conf/merged",
|
| 3 |
+
"sglang": "0.0.0.dev1+g754524d8d",
|
| 4 |
+
"n": 48,
|
| 5 |
+
"classes": [
|
| 6 |
+
"command_syntax_or_usage_error",
|
| 7 |
+
"diagnostic_script_logic_error",
|
| 8 |
+
"diagnostic_script_runtime_exception",
|
| 9 |
+
"edit_application_failure",
|
| 10 |
+
"environment_precondition_not_met",
|
| 11 |
+
"invalid_session_reference",
|
| 12 |
+
"missing_dependency_or_plugin",
|
| 13 |
+
"missing_path_or_target",
|
| 14 |
+
"no_error",
|
| 15 |
+
"test_or_verification_failure",
|
| 16 |
+
"tool_call_schema_violation"
|
| 17 |
+
],
|
| 18 |
+
"eval": {
|
| 19 |
+
"n": 48,
|
| 20 |
+
"acc": 0.6667,
|
| 21 |
+
"balanced_acc": 0.6343
|
| 22 |
+
},
|
| 23 |
+
"natural": {
|
| 24 |
+
"n": 0,
|
| 25 |
+
"acc": 0.0,
|
| 26 |
+
"balanced_acc": 0.0
|
| 27 |
+
},
|
| 28 |
+
"invalid": 0
|
| 29 |
+
}
|
error_taxonomy_labeling/confidence_aug/calibration_compare.html
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|
| 1 |
+
<title>How confident is the model, and can we trust it? — Old vs Augmented</title>
|
| 2 |
+
<style>
|
| 3 |
+
.cal{
|
| 4 |
+
--surface-1:#fcfcfb; --page:#f9f9f7; --text-primary:#0b0b0b; --text-secondary:#52514e; --muted:#898781;
|
| 5 |
+
--grid:#e1e0d9; --axis:#c3c2b7; --border:rgba(11,11,11,0.10);
|
| 6 |
+
--old:#898781; --new:#2a78d6; --diag:#c3c2b7; --up:#0ca30c; --down:#d03b3b;
|
| 7 |
+
color-scheme:light dark; font-family:system-ui,-apple-system,"Segoe UI",sans-serif;
|
| 8 |
+
background:var(--page); color:var(--text-primary); max-width:1060px; margin:0 auto; padding:26px 20px 80px;
|
| 9 |
+
line-height:1.5; -webkit-font-smoothing:antialiased;
|
| 10 |
+
}
|
| 11 |
+
@media (prefers-color-scheme:dark){ .cal{
|
| 12 |
+
--surface-1:#1a1a19; --page:#0d0d0d; --text-primary:#fff; --text-secondary:#c3c2b7; --muted:#898781;
|
| 13 |
+
--grid:#2c2c2a; --axis:#383835; --border:rgba(255,255,255,0.10);
|
| 14 |
+
--old:#898781; --new:#3987e5; --diag:#383835; --up:#0ca30c; --down:#e66767;
|
| 15 |
+
}}
|
| 16 |
+
:root[data-theme="dark"] .cal{ --surface-1:#1a1a19; --page:#0d0d0d; --text-primary:#fff; --text-secondary:#c3c2b7; --muted:#898781;
|
| 17 |
+
--grid:#2c2c2a; --axis:#383835; --border:rgba(255,255,255,0.10); --old:#898781; --new:#3987e5; --diag:#383835; --up:#0ca30c; --down:#e66767; }
|
| 18 |
+
:root[data-theme="light"] .cal{ --surface-1:#fcfcfb; --page:#f9f9f7; --text-primary:#0b0b0b; --text-secondary:#52514e; --muted:#898781;
|
| 19 |
+
--grid:#e1e0d9; --axis:#c3c2b7; --border:rgba(11,11,11,0.10); --old:#898781; --new:#2a78d6; --diag:#c3c2b7; --up:#0ca30c; --down:#d03b3b; }
|
| 20 |
+
.cal h1{font-size:23px; margin:0 0 6px; letter-spacing:-0.01em; text-wrap:balance;}
|
| 21 |
+
.cal h2{font-size:17px; margin:30px 0 2px;}
|
| 22 |
+
.sub{color:var(--text-secondary); font-size:14px; margin:0 0 4px; max-width:90ch;}
|
| 23 |
+
code{font-family:ui-monospace,"SF Mono",Menlo,Consolas,monospace; font-size:.9em; background:color-mix(in srgb,var(--muted) 16%,transparent); padding:1px 5px; border-radius:4px;}
|
| 24 |
+
.callout{border-radius:12px; padding:14px 16px; margin:14px 0 6px; font-size:14.5px; border:1px solid var(--border); background:var(--surface-1);}
|
| 25 |
+
.callout.good{background:color-mix(in srgb,var(--up) 9%,var(--surface-1)); border-color:color-mix(in srgb,var(--up) 30%,var(--border));}
|
| 26 |
+
.callout.warn{background:color-mix(in srgb,var(--down) 8%,var(--surface-1)); border-color:color-mix(in srgb,var(--down) 28%,var(--border));}
|
| 27 |
+
.legend{display:flex; gap:16px; align-items:center; margin:8px 0; font-size:12.5px; color:var(--text-secondary);}
|
| 28 |
+
.legend .it{display:inline-flex; align-items:center; gap:6px;} .sw{width:14px;height:4px;border-radius:2px;display:inline-block;} .sw.d{height:0;border-top:2px dashed var(--diag);width:16px;}
|
| 29 |
+
.cols{display:grid; grid-template-columns:1fr 1fr; gap:16px; margin-top:8px;}
|
| 30 |
+
@media(max-width:720px){.cols{grid-template-columns:1fr;}}
|
| 31 |
+
.card{background:var(--surface-1); border:1px solid var(--border); border-radius:12px; padding:14px 16px; margin-top:10px;}
|
| 32 |
+
.tilewrap{display:grid; grid-template-columns:repeat(auto-fit,minmax(150px,1fr)); gap:10px; margin-top:6px;}
|
| 33 |
+
.tile{background:var(--surface-1); border:1px solid var(--border); border-radius:11px; padding:11px 13px;}
|
| 34 |
+
.tile .l{font-size:11.5px; color:var(--muted);} .tile .row{display:flex; gap:8px; align-items:baseline; margin-top:3px;}
|
| 35 |
+
.tile .o{font-size:15px; color:var(--old); font-weight:600; font-variant-numeric:tabular-nums;}
|
| 36 |
+
.tile .n{font-size:20px; color:var(--new); font-weight:650; font-variant-numeric:tabular-nums;}
|
| 37 |
+
.tile .d{font-size:12px; margin-left:auto; font-weight:650;} .d.up{color:var(--up);} .d.down{color:var(--down);} .d.flat{color:var(--muted);}
|
| 38 |
+
svg{display:block; max-width:100%;} text{fill:var(--text-secondary);}
|
| 39 |
+
table{border-collapse:collapse; width:100%; font-size:12.5px; font-variant-numeric:tabular-nums;}
|
| 40 |
+
th,td{padding:5px 8px; text-align:right; border-bottom:1px solid var(--grid); white-space:nowrap;}
|
| 41 |
+
th:first-child,td:first-child{text-align:left;} th{color:var(--muted); font-weight:600;}
|
| 42 |
+
.foot{margin-top:36px; padding-top:14px; border-top:1px solid var(--grid); font-size:12.5px; color:var(--text-secondary);}
|
| 43 |
+
.tip{position:fixed; pointer-events:none; z-index:50; background:var(--surface-1); border:1px solid var(--border); border-radius:8px; padding:8px 10px; font-size:12px; color:var(--text-primary); box-shadow:0 6px 24px rgba(0,0,0,.18); opacity:0; transition:opacity .08s;}
|
| 44 |
+
</style>
|
| 45 |
+
|
| 46 |
+
<div class="cal" id="cal">
|
| 47 |
+
<h1>How confident is the model, and can we trust it?</h1>
|
| 48 |
+
<p class="sub" id="subtitle"></p>
|
| 49 |
+
<div class="callout" id="verdict"></div>
|
| 50 |
+
<div class="tilewrap" id="tiles"></div>
|
| 51 |
+
|
| 52 |
+
<h2>Reliability — does confidence equal accuracy?</h2>
|
| 53 |
+
<p class="sub">The trust test. Each point is a confidence bin: x = the model's confidence there, y = how
|
| 54 |
+
often it was actually right. On the dashed diagonal, confidence = accuracy (perfectly trustworthy);
|
| 55 |
+
<b>below</b> it the model is over-confident (claims more certainty than it earns).</p>
|
| 56 |
+
<div class="legend"><span class="it"><span class="sw" style="background:var(--old)"></span><span id="lgold"></span></span><span class="it"><span class="sw" style="background:var(--new)"></span><span id="lgnew"></span></span><span class="it"><span class="sw d"></span>perfect calibration</span></div>
|
| 57 |
+
<div class="cols">
|
| 58 |
+
<div class="card"><div style="font-size:12.5px;color:var(--muted);margin-bottom:4px">Reliability curve</div><div id="reliab"></div></div>
|
| 59 |
+
<div class="card"><div style="font-size:12.5px;color:var(--muted);margin-bottom:4px">Accuracy by confidence decile (equal-count)</div><div id="decile"></div></div>
|
| 60 |
+
</div>
|
| 61 |
+
|
| 62 |
+
<h2>Confidence distribution & routing</h2>
|
| 63 |
+
<p class="sub">Where each model's confidence sits, and how much you'd route to Sonnet at each reject threshold.</p>
|
| 64 |
+
<div class="cols">
|
| 65 |
+
<div class="card" style="overflow-x:auto"><table id="disttab"></table></div>
|
| 66 |
+
<div class="card" style="overflow-x:auto"><table id="routetab"></table></div>
|
| 67 |
+
</div>
|
| 68 |
+
|
| 69 |
+
<h2>Per-class confidence — did augmentation inflate any class?</h2>
|
| 70 |
+
<p class="sub">Mean confidence and accuracy per true class. Watch <code>no_error</code>: the augment taught the
|
| 71 |
+
model to trust it more — is that confidence earned (accuracy keeps up) or inflated?</p>
|
| 72 |
+
<div class="card" style="overflow-x:auto"><table id="pctab"></table></div>
|
| 73 |
+
|
| 74 |
+
<div class="foot" id="foot"></div>
|
| 75 |
+
<div class="tip" id="tip"></div>
|
| 76 |
+
</div>
|
| 77 |
+
|
| 78 |
+
<script>
|
| 79 |
+
const DATA = {"classes":["command_syntax_or_usage_error","diagnostic_script_logic_error","diagnostic_script_runtime_exception","edit_application_failure","environment_precondition_not_met","invalid_session_reference","missing_dependency_or_plugin","missing_path_or_target","no_error","test_or_verification_failure","tool_call_schema_violation"],"split":"natural","old":{"name":"Old SFT (pre-augmentation)","n":2897,"acc":0.9030031066620642,"mean_conf":0.9504340886992891,"ece":0.050054117882126554,"overconf":0.047430982037224956,"conf_q":{"p10":0.8016689666821858,"p25":0.9754188535425268,"p50":0.9984104904488169,"p75":0.9997381657597386,"p90":0.9998892668350091},"bins":[{"lo":0.5,"hi":0.55,"n":37,"acc":0.40540540540540543,"conf":0.5249234730738042},{"lo":0.55,"hi":0.6,"n":48,"acc":0.6458333333333334,"conf":0.5778050203229524},{"lo":0.6,"hi":0.65,"n":47,"acc":0.5106382978723404,"conf":0.6278054293201019},{"lo":0.65,"hi":0.7,"n":37,"acc":0.5405405405405406,"conf":0.6788834532260367},{"lo":0.7,"hi":0.75,"n":41,"acc":0.6341463414634146,"conf":0.7209257793920063},{"lo":0.75,"hi":0.8,"n":56,"acc":0.6964285714285714,"conf":0.7774894305513557},{"lo":0.8,"hi":0.8500000000000001,"n":46,"acc":0.6521739130434783,"conf":0.8236478967230619},{"lo":0.8500000000000001,"hi":0.9,"n":72,"acc":0.6388888888888888,"conf":0.8772832995955946},{"lo":0.9,"hi":0.95,"n":139,"acc":0.7482014388489209,"conf":0.9264418679389305},{"lo":0.95,"hi":1.0,"n":2352,"acc":0.9651360544217688,"conf":0.9943744572701022}],"deciles":[{"d":1,"n":289,"acc":0.5743944636678201,"conf_lo":0.3171641504152431,"conf_hi":0.8013942603940429},{"d":2,"n":290,"acc":0.7137931034482758,"conf_lo":0.8016689666821858,"conf_hi":0.9539118174376943},{"d":3,"n":290,"acc":0.8310344827586207,"conf_lo":0.9543299543742008,"conf_hi":0.9853788505618036},{"d":4,"n":289,"acc":0.9515570934256056,"conf_lo":0.9853955189890146,"conf_hi":0.9955380864327862},{"d":5,"n":290,"acc":0.9827586206896551,"conf_lo":0.9955508461881007,"conf_hi":0.9983971817057037},{"d":6,"n":290,"acc":0.9896551724137931,"conf_lo":0.9984104904488169,"conf_hi":0.9992490689775487},{"d":7,"n":289,"acc":0.986159169550173,"conf_lo":0.9992506163724987,"conf_hi":0.9996245125602671},{"d":8,"n":290,"acc":1.0,"conf_lo":0.9996251081794341,"conf_hi":0.9998058457769751},{"d":9,"n":290,"acc":1.0,"conf_lo":0.9998062032627272,"conf_hi":0.9998890284646847},{"d":10,"n":290,"acc":1.0,"conf_lo":0.9998892668350091,"conf_hi":0.9999804500586101}],"route":[{"t":0.5,"route_frac":0.0075940628236106315,"kept_acc":0.9060869565217391,"routed_sft_acc":0.5,"cascade":0.9068001380738695},{"t":0.6,"route_frac":0.03693476009665171,"kept_acc":0.9172043010752688,"routed_sft_acc":0.5327102803738317,"cascade":0.9202623403520883},{"t":0.71,"route_frac":0.07110804280289955,"kept_acc":0.9312523225566703,"routed_sft_acc":0.5339805825242718,"cascade":0.9361408353469106},{"t":0.8,"route_frac":0.09941318605453918,"kept_acc":0.9390571100038329,"routed_sft_acc":0.5763888888888888,"cascade":0.9451156368657232},{"t":0.9,"route_frac":0.1401449775629962,"kept_acc":0.9530309112806102,"routed_sft_acc":0.5960591133004927,"cascade":0.9596133931653434},{"t":0.95,"route_frac":0.18812564722126338,"kept_acc":0.9651360544217688,"routed_sft_acc":0.634862385321101,"cascade":0.9716948567483604},{"t":0.99,"route_frac":0.33379357956506733,"kept_acc":0.989119170984456,"routed_sft_acc":0.7311271975180972,"cascade":0.9927511218501899}],"per_class":{"command_syntax_or_usage_error":{"n":40,"conf":0.9193964988410219,"acc":0.75},"diagnostic_script_logic_error":{"n":13,"conf":0.8502686108149464,"acc":0.3076923076923077},"diagnostic_script_runtime_exception":{"n":173,"conf":0.9180224789745931,"acc":0.8670520231213873},"edit_application_failure":{"n":49,"conf":0.8868982049054467,"acc":0.6938775510204082},"environment_precondition_not_met":{"n":10,"conf":0.8455541529553144,"acc":0.9},"invalid_session_reference":{"n":8,"conf":0.9975431782011804,"acc":0.875},"missing_dependency_or_plugin":{"n":7,"conf":0.8947348807396682,"acc":0.8571428571428571},"missing_path_or_target":{"n":48,"conf":0.9436209194627381,"acc":0.8958333333333334},"no_error":{"n":2011,"conf":0.9446990675391704,"acc":0.8950770760815515},"test_or_verification_failure":{"n":45,"conf":0.9547493761685113,"acc":0.8888888888888888},"tool_call_schema_violation":{"n":493,"conf":0.9990992295359523,"acc":1.0}}},"new":{"name":"Augmented SFT (+1,450 hard examples)","n":2897,"acc":0.9099068001380739,"mean_conf":0.9311959712785673,"ece":0.028462632711754976,"overconf":0.021289171140493446,"conf_q":{"p10":0.7305288611280933,"p25":0.9321390222222795,"p50":0.9915716604372763,"p75":0.9991043490521961,"p90":0.9998362332642592},"bins":[{"lo":0.5,"hi":0.55,"n":44,"acc":0.5681818181818182,"conf":0.5267033583916965},{"lo":0.55,"hi":0.6,"n":54,"acc":0.5185185185185185,"conf":0.5778789869951348},{"lo":0.6,"hi":0.65,"n":58,"acc":0.5344827586206896,"conf":0.6289663689282465},{"lo":0.65,"hi":0.7,"n":50,"acc":0.6,"conf":0.6782649376116062},{"lo":0.7,"hi":0.75,"n":52,"acc":0.6730769230769231,"conf":0.7220697253897408},{"lo":0.75,"hi":0.8,"n":75,"acc":0.8133333333333334,"conf":0.775914799796661},{"lo":0.8,"hi":0.8500000000000001,"n":73,"acc":0.8493150684931506,"conf":0.826866238632253},{"lo":0.8500000000000001,"hi":0.9,"n":138,"acc":0.8405797101449275,"conf":0.8771374730008047},{"lo":0.9,"hi":0.95,"n":225,"acc":0.88,"conf":0.9270648925060336},{"lo":0.95,"hi":1.0,"n":2086,"acc":0.9697986577181208,"conf":0.991565235261602}],"deciles":[{"d":1,"n":289,"acc":0.5916955017301038,"conf_lo":0.25507787701592854,"conf_hi":0.7303615666424002},{"d":2,"n":290,"acc":0.8241379310344827,"conf_lo":0.7305288611280933,"conf_hi":0.8974819912391154},{"d":3,"n":290,"acc":0.8758620689655172,"conf_lo":0.8976197022913482,"conf_hi":0.9564456551147521},{"d":4,"n":289,"acc":0.9204152249134948,"conf_lo":0.9565629004935349,"conf_hi":0.9812681218879151},{"d":5,"n":290,"acc":0.9275862068965517,"conf_lo":0.981344459187965,"conf_hi":0.9915652146161867},{"d":6,"n":290,"acc":0.9689655172413794,"conf_lo":0.9915716604372763,"conf_hi":0.9965092629823543},{"d":7,"n":289,"acc":1.0,"conf_lo":0.996510920287543,"conf_hi":0.9985130518512291},{"d":8,"n":290,"acc":0.996551724137931,"conf_lo":0.9985176872529269,"conf_hi":0.9994170489528312},{"d":9,"n":290,"acc":0.993103448275862,"conf_lo":0.9994201447889461,"conf_hi":0.9998359949138526},{"d":10,"n":290,"acc":1.0,"conf_lo":0.9998362332642592,"conf_hi":0.9999661457096376}],"route":[{"t":0.5,"route_frac":0.014497756299620296,"kept_acc":0.9138353765323993,"routed_sft_acc":0.6428571428571429,"cascade":0.9150845702450812},{"t":0.6,"route_frac":0.04832585433206766,"kept_acc":0.9270946681175191,"routed_sft_acc":0.5714285714285714,"cascade":0.9306178805661028},{"t":0.71,"route_frac":0.0907835692095271,"kept_acc":0.9426727410782081,"routed_sft_acc":0.5817490494296578,"cascade":0.947877114256127},{"t":0.8,"route_frac":0.12944425267518123,"kept_acc":0.951229183187946,"routed_sft_acc":0.632,"cascade":0.9575422851225406},{"t":0.9,"route_frac":0.2022782188470832,"kept_acc":0.9610558199913457,"routed_sft_acc":0.7081911262798635,"cascade":0.9689333793579565},{"t":0.95,"route_frac":0.2799447704521919,"kept_acc":0.9697986577181208,"routed_sft_acc":0.7558569667077681,"cascade":0.9782533655505695},{"t":0.99,"route_frac":0.4804970659302727,"kept_acc":0.9893687707641196,"routed_sft_acc":0.8239942528735632,"cascade":0.9944770452191922}],"per_class":{"command_syntax_or_usage_error":{"n":40,"conf":0.952446338674451,"acc":0.775},"diagnostic_script_logic_error":{"n":13,"conf":0.8498510365279621,"acc":0.5384615384615384},"diagnostic_script_runtime_exception":{"n":173,"conf":0.9436389325939528,"acc":0.9190751445086706},"edit_application_failure":{"n":49,"conf":0.844408089845076,"acc":0.6122448979591837},"environment_precondition_not_met":{"n":10,"conf":0.7717355693236351,"acc":0.8},"invalid_session_reference":{"n":8,"conf":0.9940314776955562,"acc":1.0},"missing_dependency_or_plugin":{"n":7,"conf":0.9510473449422464,"acc":0.8571428571428571},"missing_path_or_target":{"n":48,"conf":0.9345433500163862,"acc":0.8125},"no_error":{"n":2011,"conf":0.9184210484886924,"acc":0.9075087021382396},"test_or_verification_failure":{"n":45,"conf":0.8224059853766019,"acc":0.7111111111111111},"tool_call_schema_violation":{"n":493,"conf":0.9995238589211399,"acc":0.9959432048681541}}}};
|
| 80 |
+
(function(){
|
| 81 |
+
const D=DATA, O=D.old, N=D.new, tip=document.getElementById('tip');
|
| 82 |
+
const SHORT={no_error:'No error',tool_call_schema_violation:'Tool-call schema',missing_path_or_target:'Missing path/target',
|
| 83 |
+
command_syntax_or_usage_error:'Command syntax',test_or_verification_failure:'Test / verification',
|
| 84 |
+
edit_application_failure:'Edit application',diagnostic_script_runtime_exception:'Diag runtime exc.',
|
| 85 |
+
diagnostic_script_logic_error:'Diag logic error',missing_dependency_or_plugin:'Missing dependency',
|
| 86 |
+
invalid_session_reference:'Invalid session ref',environment_precondition_not_met:'Env precondition'};
|
| 87 |
+
const lab=id=>SHORT[id]||id.replace(/_/g,' ');
|
| 88 |
+
function C(n){return getComputedStyle(document.getElementById('cal')).getPropertyValue(n).trim();}
|
| 89 |
+
function ns(t,a){const e=document.createElementNS('http://www.w3.org/2000/svg',t);for(const k in(a||{}))e.setAttribute(k,a[k]);return e;}
|
| 90 |
+
const pct=(x,d)=>x==null||isNaN(x)?'—':(100*x).toFixed(d==null?1:d)+'%';
|
| 91 |
+
function showTip(h,e){tip.innerHTML=h;tip.style.opacity=1;tip.style.left=(e.clientX+12)+'px';tip.style.top=(e.clientY+12)+'px';}
|
| 92 |
+
const hideTip=()=>tip.style.opacity=0;
|
| 93 |
+
|
| 94 |
+
document.getElementById('lgold').textContent=O.name;
|
| 95 |
+
document.getElementById('lgnew').textContent=N.name;
|
| 96 |
+
document.getElementById('subtitle').innerHTML=
|
| 97 |
+
`Both models scored on the <b>identical held-out ${D.split}</b> set (${(N.n||O.n||0).toLocaleString()} steps). `+
|
| 98 |
+
`Confidence = probability of the first decoded token of the class name. <b>Trust</b> = whether that confidence `+
|
| 99 |
+
`tracks correctness (calibration): ECE is the average gap between a bin's confidence and its accuracy (lower = better).`;
|
| 100 |
+
|
| 101 |
+
// verdict
|
| 102 |
+
(function(){
|
| 103 |
+
const v=document.getElementById('verdict');
|
| 104 |
+
const dEce=(N.ece!=null&&O.ece!=null)?N.ece-O.ece:null; // negative = new better calibrated
|
| 105 |
+
const betterCal = dEce!=null && dEce < -0.002;
|
| 106 |
+
const worseCal = dEce!=null && dEce > 0.01;
|
| 107 |
+
v.className='callout '+(worseCal?'warn':(betterCal?'good':''));
|
| 108 |
+
const topO=O.deciles&&O.deciles.length?O.deciles[O.deciles.length-1].acc:null;
|
| 109 |
+
const topN=N.deciles&&N.deciles.length?N.deciles[N.deciles.length-1].acc:null;
|
| 110 |
+
v.innerHTML=
|
| 111 |
+
`<b>${N.name}</b>: accuracy <b>${pct(N.acc)}</b> (old ${pct(O.acc)}), mean confidence ${pct(N.mean_conf)} `+
|
| 112 |
+
`(old ${pct(O.mean_conf)}), <b>ECE ${(N.ece).toFixed(3)}</b> vs old ${(O.ece).toFixed(3)} `+
|
| 113 |
+
`(${dEce>=0?'+':''}${dEce.toFixed(3)}${betterCal?' — better calibrated':worseCal?' — worse calibrated':' — about the same'}). `+
|
| 114 |
+
`Both stay trustworthy at the top: the highest-confidence decile is ${pct(topN)} accurate (old ${pct(topO)}). `+
|
| 115 |
+
(N.overconf>O.overconf+0.01
|
| 116 |
+
? `The augmented model is <b>slightly more over-confident</b> (confidence−accuracy gap ${(N.overconf).toFixed(3)} vs ${(O.overconf).toFixed(3)}), so a reject threshold still pays off.`
|
| 117 |
+
: `The augmented model is <b>no more over-confident</b> than the old one — the accuracy gain is earned, not just louder confidence.`);
|
| 118 |
+
})();
|
| 119 |
+
|
| 120 |
+
// tiles
|
| 121 |
+
function tile(label,o,n,fmt,lowerBetter){
|
| 122 |
+
const d=(o==null||n==null)?null:n-o;
|
| 123 |
+
const cls=d==null?'flat':((lowerBetter?d<0:d>0)?(Math.abs(d)>1e-9?'up':'flat'):'down');
|
| 124 |
+
const sign=d>0?'+':'';
|
| 125 |
+
return `<div class="tile"><div class="l">${label}</div><div class="row"><span class="o">${fmt(o)}</span>`+
|
| 126 |
+
`<span style="color:var(--muted)">→</span><span class="n">${fmt(n)}</span>`+
|
| 127 |
+
`<span class="d ${cls}">${d==null?'':sign+fmt(Math.abs(d)).replace('%','')}</span></div></div>`;
|
| 128 |
+
}
|
| 129 |
+
document.getElementById('tiles').innerHTML=[
|
| 130 |
+
tile('Accuracy', O.acc, N.acc, x=>pct(x), false),
|
| 131 |
+
tile('Mean confidence', O.mean_conf, N.mean_conf, x=>pct(x), false),
|
| 132 |
+
tile('ECE (calibration err)', O.ece, N.ece, x=>x==null?'—':x.toFixed(3), true),
|
| 133 |
+
tile('Over-confidence gap', O.overconf, N.overconf, x=>x==null?'—':x.toFixed(3), true),
|
| 134 |
+
].join('');
|
| 135 |
+
|
| 136 |
+
// reliability diagram
|
| 137 |
+
(function(){
|
| 138 |
+
const W=420,H=300,L=44,R=12,T=12,B=34, lo=0.5,hi=1.0;
|
| 139 |
+
const x=v=>L+(W-L-R)*(v-lo)/(hi-lo), y=v=>T+(H-T-B)*(1-(v-lo)/(hi-lo));
|
| 140 |
+
const svg=ns('svg',{viewBox:`0 0 ${W} ${H}`,width:W,height:H});
|
| 141 |
+
// grid + ticks
|
| 142 |
+
for(let g=5;g<=10;g++){const v=g/10;
|
| 143 |
+
svg.appendChild(ns('line',{x1:L,y1:y(v),x2:W-R,y2:y(v),stroke:C('--grid'),'stroke-width':1}));
|
| 144 |
+
svg.appendChild(ns('text',{x:L-6,y:y(v)+3.5,'text-anchor':'end','font-size':10,fill:C('--muted')})).textContent=g*10+'%';
|
| 145 |
+
svg.appendChild(ns('text',{x:x(v),y:H-9,'text-anchor':'middle','font-size':10,fill:C('--muted')})).textContent=g*10+'%';}
|
| 146 |
+
svg.appendChild(ns('text',{x:(L+W-R)/2,y:H-1,'text-anchor':'middle','font-size':10.5,fill:C('--muted')})).textContent='confidence';
|
| 147 |
+
// diagonal
|
| 148 |
+
svg.appendChild(ns('line',{x1:x(lo),y1:y(lo),x2:x(hi),y2:y(hi),stroke:C('--diag'),'stroke-width':1.5,'stroke-dasharray':'4 3'}));
|
| 149 |
+
function draw(m,col){const pts=(m.bins||[]).filter(b=>b.acc!=null&&b.n>0);
|
| 150 |
+
let d='';pts.forEach((b,i)=>{d+=(i?'L':'M')+x(b.conf).toFixed(1)+' '+y(b.acc).toFixed(1)+' ';});
|
| 151 |
+
svg.appendChild(ns('path',{d,fill:'none',stroke:col,'stroke-width':2.2,'stroke-linejoin':'round'}));
|
| 152 |
+
pts.forEach(b=>{const r=Math.max(2.5,Math.min(7,Math.sqrt(b.n)/2));
|
| 153 |
+
const c=ns('circle',{cx:x(b.conf),cy:y(b.acc),r,fill:col,'fill-opacity':.85});
|
| 154 |
+
c.addEventListener('mousemove',e=>showTip(`conf ${pct(b.conf)} · acc <b>${pct(b.acc)}</b> · n=${b.n}`,e));
|
| 155 |
+
c.addEventListener('mouseleave',hideTip);svg.appendChild(c);});}
|
| 156 |
+
draw(O,C('--old')); draw(N,C('--new'));
|
| 157 |
+
document.getElementById('reliab').appendChild(svg);
|
| 158 |
+
})();
|
| 159 |
+
|
| 160 |
+
// decile line
|
| 161 |
+
(function(){
|
| 162 |
+
const W=420,H=300,L=44,R=12,T=12,B=34;
|
| 163 |
+
const x=d=>L+(W-L-R)*(d-1)/9, y=v=>T+(H-T-B)*(1-(v-0.4)/0.6); // y in [0.4,1.0]
|
| 164 |
+
const svg=ns('svg',{viewBox:`0 0 ${W} ${H}`,width:W,height:H});
|
| 165 |
+
for(let g=4;g<=10;g++){const v=g/10;svg.appendChild(ns('line',{x1:L,y1:y(v),x2:W-R,y2:y(v),stroke:C('--grid'),'stroke-width':1}));
|
| 166 |
+
svg.appendChild(ns('text',{x:L-6,y:y(v)+3.5,'text-anchor':'end','font-size':10,fill:C('--muted')})).textContent=g*10+'%';}
|
| 167 |
+
for(let d=1;d<=10;d++)svg.appendChild(ns('text',{x:x(d),y:H-9,'text-anchor':'middle','font-size':9.5,fill:C('--muted')})).textContent=d;
|
| 168 |
+
svg.appendChild(ns('text',{x:(L+W-R)/2,y:H-1,'text-anchor':'middle','font-size':10.5,fill:C('--muted')})).textContent='confidence decile (1=lowest)';
|
| 169 |
+
function draw(m,col){const dc=(m.deciles||[]);let d='';dc.forEach((o,i)=>{d+=(i?'L':'M')+x(o.d).toFixed(1)+' '+y(o.acc).toFixed(1)+' ';});
|
| 170 |
+
svg.appendChild(ns('path',{d,fill:'none',stroke:col,'stroke-width':2.2,'stroke-linejoin':'round'}));
|
| 171 |
+
dc.forEach(o=>{const c=ns('circle',{cx:x(o.d),cy:y(o.acc),r:3.2,fill:col});
|
| 172 |
+
c.addEventListener('mousemove',e=>showTip(`decile ${o.d} · acc <b>${pct(o.acc)}</b><br><span style="color:var(--muted)">conf ${pct(o.conf_lo,1)}–${pct(o.conf_hi,1)} · n=${o.n}</span>`,e));
|
| 173 |
+
c.addEventListener('mouseleave',hideTip);svg.appendChild(c);});}
|
| 174 |
+
draw(O,C('--old')); draw(N,C('--new'));
|
| 175 |
+
document.getElementById('decile').appendChild(svg);
|
| 176 |
+
})();
|
| 177 |
+
|
| 178 |
+
// distribution table
|
| 179 |
+
(function(){
|
| 180 |
+
const q=['p10','p25','p50','p75','p90'];
|
| 181 |
+
let h='<thead><tr><th>confidence</th><th>'+O.name.split(' ')[0]+'</th><th>'+N.name.split(' ')[0]+'</th></tr></thead><tbody>';
|
| 182 |
+
h+=`<tr><td>mean</td><td>${pct(O.mean_conf,1)}</td><td>${pct(N.mean_conf,1)}</td></tr>`;
|
| 183 |
+
q.forEach(k=>{h+=`<tr><td>${k}</td><td>${pct((O.conf_q||{})[k],1)}</td><td>${pct((N.conf_q||{})[k],1)}</td></tr>`;});
|
| 184 |
+
document.getElementById('disttab').innerHTML=h+'</tbody>';
|
| 185 |
+
})();
|
| 186 |
+
// routing table
|
| 187 |
+
(function(){
|
| 188 |
+
const RO={},RN={}; (O.route||[]).forEach(r=>RO[r.t]=r); (N.route||[]).forEach(r=>RN[r.t]=r);
|
| 189 |
+
const ts=[0.6,0.71,0.8,0.9,0.95];
|
| 190 |
+
let h='<thead><tr><th>τ</th><th>old route%</th><th>old kept-acc</th><th>new route%</th><th>new kept-acc</th></tr></thead><tbody>';
|
| 191 |
+
ts.forEach(t=>{const o=RO[t]||{},n=RN[t]||{};
|
| 192 |
+
h+=`<tr class="${t===0.71?'':''}"><td>${t}</td><td>${pct(o.route_frac)}</td><td>${pct(o.kept_acc)}</td>`+
|
| 193 |
+
`<td>${pct(n.route_frac)}</td><td>${pct(n.kept_acc)}</td></tr>`;});
|
| 194 |
+
document.getElementById('routetab').innerHTML=h+'</tbody>';
|
| 195 |
+
})();
|
| 196 |
+
// per-class confidence table
|
| 197 |
+
(function(){
|
| 198 |
+
const po=O.per_class||{}, pn=N.per_class||{};
|
| 199 |
+
const cls=D.classes.filter(c=>po[c]||pn[c]).sort((a,b)=>((pn[b]||po[b]||{}).n||0)-((pn[a]||po[a]||{}).n||0));
|
| 200 |
+
let h='<thead><tr><th>true class</th><th>support</th><th>old conf</th><th>old acc</th><th>new conf</th><th>new acc</th><th>Δconf</th></tr></thead><tbody>';
|
| 201 |
+
cls.forEach(c=>{const o=po[c]||{},n=pn[c]||{};const dcf=(o.conf!=null&&n.conf!=null)?n.conf-o.conf:null;
|
| 202 |
+
const cc=dcf==null?'':(dcf>0.01?'color:var(--down)':dcf<-0.01?'color:var(--up)':'');
|
| 203 |
+
h+=`<tr><td>${lab(c)}</td><td>${(n.n||o.n||'')}</td><td>${pct(o.conf,1)}</td><td>${pct(o.acc)}</td>`+
|
| 204 |
+
`<td>${pct(n.conf,1)}</td><td>${pct(n.acc)}</td><td style="${cc}">${dcf==null?'':(dcf>0?'+':'')+(100*dcf).toFixed(1)}</td></tr>`;});
|
| 205 |
+
document.getElementById('pctab').innerHTML=h+'</tbody>';
|
| 206 |
+
})();
|
| 207 |
+
|
| 208 |
+
document.getElementById('foot').innerHTML=
|
| 209 |
+
`Confidence = SGLang first-token logprob of the class name, both adapters merged into Qwen3.5-4B and scored on the `+
|
| 210 |
+
`same held-out prompts. <b>Old</b> = ${O.name}; <b>new</b> = ${N.name}. ECE / reliability computed over 0.05-wide `+
|
| 211 |
+
`confidence bins; deciles are equal-count. Split = ${D.split}.`;
|
| 212 |
+
})();
|
| 213 |
+
</script>
|
error_taxonomy_labeling/confidence_aug/confidence_report.html
ADDED
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|
|
|
error_taxonomy_labeling/confidence_aug/results_sglang.jsonl
ADDED
|
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|
|
|
error_taxonomy_labeling/embeddings/emb_5k_gpu/embeddings.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:83b2b231b0cc09aa5651df478f60cec3878e57ab2e2a3433dad73d562f176f97
|
| 3 |
+
size 20480128
|
error_taxonomy_labeling/embeddings/emb_5k_gpu/meta.json
ADDED
|
@@ -0,0 +1,8 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "Qwen/Qwen3-Embedding-0.6B",
|
| 3 |
+
"msl": 1024,
|
| 4 |
+
"dim": 1024,
|
| 5 |
+
"n": 5000,
|
| 6 |
+
"device": "cuda",
|
| 7 |
+
"clf_text": true
|
| 8 |
+
}
|
error_taxonomy_labeling/embeddings/emb_5k_gpu/pair_ids.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct/embeddings.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8eb8c0c3da5e95ced72f43c3f4d000f8497224bf7120c8755bd30a301263329c
|
| 3 |
+
size 20480128
|
error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct/meta.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "Qwen/Qwen3-Embedding-0.6B",
|
| 3 |
+
"msl": 1024,
|
| 4 |
+
"dim": 1024,
|
| 5 |
+
"n": 5000,
|
| 6 |
+
"device": "cuda",
|
| 7 |
+
"clf_text": true,
|
| 8 |
+
"instruct": "Given a step from an autonomous coding agent (its tool call and the tool response), identify the error category of the step. The categories are: no_error, command_syntax_or_usage_error, missing_path_or_target, edit_application_failure, test_or_verification_failure, tool_call_schema_violation, diagnostic_script_runtime_exception, diagnostic_script_logic_error, environment_precondition_not_met, invalid_session_reference, missing_dependency_or_plugin.",
|
| 9 |
+
"prompt": "Instruct: Given a step from an autonomous coding agent (its tool call and the tool response), identify the error category of the step. The categories are: no_error, command_syntax_or_usage_error, missing_path_or_target, edit_application_failure, test_or_verification_failure, tool_call_schema_violation, diagnostic_script_runtime_exception, diagnostic_script_logic_error, environment_precondition_not_met, invalid_session_reference, missing_dependency_or_plugin.\nQuery:"
|
| 10 |
+
}
|
error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct/pair_ids.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich/embeddings.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:e71045bf784bc9319c5abe0b8181f6ec94bd699b6af2d14f9fbe2dd1f6e49dbc
|
| 3 |
+
size 20480128
|
error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich/meta.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "Qwen/Qwen3-Embedding-0.6B",
|
| 3 |
+
"msl": 1024,
|
| 4 |
+
"dim": 1024,
|
| 5 |
+
"n": 5000,
|
| 6 |
+
"device": "cuda",
|
| 7 |
+
"clf_text": true,
|
| 8 |
+
"instruct": "Given one step of an autonomous coding agent's rollout \u2014 its tool call and the tool response (observation) it produced \u2014 identify which error category the step exhibits, judging locally from evidence in the tool call or the tool response. The categories are: no_error \u2014 action well-formed and the tool succeeded or returned the expected info; a search that legitimately finds nothing or an intended probe failure still counts here; command_syntax_or_usage_error \u2014 malformed shell/tool command \u2014 bad syntax, unknown or misused flag, wrong argument order, bad quoting \u2014 so the tool emits a syntax/usage/invalid-option error; missing_path_or_target \u2014 references a file, directory, executable, URL, or git revision that does not exist or is unreachable ('No such file or directory', 'command not found', 'not found'); edit_application_failure \u2014 a file edit (patch/sed/heredoc/editor) fails to apply ('patch does not apply', 'hunk FAILED') or applies but introduces a bug (syntax error, bad import, wrong substitution); test_or_verification_failure \u2014 the project's own tests, build, type-checker, or linter report real defects in the code under test (pytest FAILED, AssertionError, compiler/type/lint errors); tool_call_schema_violation \u2014 the tool call violates the tool's schema \u2014 a required argument missing or mis-typed, or an unavailable tool name \u2014 so the harness rejects it before running ('missing field', 'unknown tool', 'invalid arguments'); diagnostic_script_runtime_exception \u2014 an ad-hoc probe script (python -c or heredoc) crashes with a SyntaxError or unhandled runtime exception (TypeError, AttributeError) before finishing its logic; missing_dependency_or_plugin \u2014 a required package, plugin, or driver is absent, self-deleted, or version-incompatible (ModuleNotFoundError, ImportError, 'Can't load plugin'); invalid_session_reference \u2014 a stateful interactive call (write_stdin/read_stdin) targets a dead or unknown session/process id, or hits leftover buffered text ('Unknown process id', 'no such session'); environment_precondition_not_met \u2014 a required prior setup or state was skipped (no git init/config, running a module directly instead of via -m, mis-set PYTHONPATH), causing an avoidable precondition failure ('not initialized', 'not tracked by any supported scm tool'); diagnostic_script_logic_error \u2014 a diagnostic or verification action runs without crashing but gives no real signal \u2014 hardcoded/mismatched comparison, wrapper never installed, dry-run/placeholder, or masked exit \u2014 yielding a false or vacuous verdict.",
|
| 9 |
+
"prompt": "Instruct: Given one step of an autonomous coding agent's rollout \u2014 its tool call and the tool response (observation) it produced \u2014 identify which error category the step exhibits, judging locally from evidence in the tool call or the tool response. The categories are: no_error \u2014 action well-formed and the tool succeeded or returned the expected info; a search that legitimately finds nothing or an intended probe failure still counts here; command_syntax_or_usage_error \u2014 malformed shell/tool command \u2014 bad syntax, unknown or misused flag, wrong argument order, bad quoting \u2014 so the tool emits a syntax/usage/invalid-option error; missing_path_or_target \u2014 references a file, directory, executable, URL, or git revision that does not exist or is unreachable ('No such file or directory', 'command not found', 'not found'); edit_application_failure \u2014 a file edit (patch/sed/heredoc/editor) fails to apply ('patch does not apply', 'hunk FAILED') or applies but introduces a bug (syntax error, bad import, wrong substitution); test_or_verification_failure \u2014 the project's own tests, build, type-checker, or linter report real defects in the code under test (pytest FAILED, AssertionError, compiler/type/lint errors); tool_call_schema_violation \u2014 the tool call violates the tool's schema \u2014 a required argument missing or mis-typed, or an unavailable tool name \u2014 so the harness rejects it before running ('missing field', 'unknown tool', 'invalid arguments'); diagnostic_script_runtime_exception \u2014 an ad-hoc probe script (python -c or heredoc) crashes with a SyntaxError or unhandled runtime exception (TypeError, AttributeError) before finishing its logic; missing_dependency_or_plugin \u2014 a required package, plugin, or driver is absent, self-deleted, or version-incompatible (ModuleNotFoundError, ImportError, 'Can't load plugin'); invalid_session_reference \u2014 a stateful interactive call (write_stdin/read_stdin) targets a dead or unknown session/process id, or hits leftover buffered text ('Unknown process id', 'no such session'); environment_precondition_not_met \u2014 a required prior setup or state was skipped (no git init/config, running a module directly instead of via -m, mis-set PYTHONPATH), causing an avoidable precondition failure ('not initialized', 'not tracked by any supported scm tool'); diagnostic_script_logic_error \u2014 a diagnostic or verification action runs without crashing but gives no real signal \u2014 hardcoded/mismatched comparison, wrapper never installed, dry-run/placeholder, or masked exit \u2014 yielding a false or vacuous verdict.\nQuery:"
|
| 10 |
+
}
|
error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich/pair_ids.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich_msl1536/embeddings.npy
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:ff706bb8ed97255f05278f80cef9fa14ac65555453dd328654e175f50e22fb8d
|
| 3 |
+
size 20480128
|
error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich_msl1536/meta.json
ADDED
|
@@ -0,0 +1,10 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "Qwen/Qwen3-Embedding-0.6B",
|
| 3 |
+
"msl": 1536,
|
| 4 |
+
"dim": 1024,
|
| 5 |
+
"n": 5000,
|
| 6 |
+
"device": "cuda",
|
| 7 |
+
"clf_text": true,
|
| 8 |
+
"instruct": "Given one step of an autonomous coding agent's rollout \u2014 its tool call and the tool response (observation) it produced \u2014 identify which error category the step exhibits, judging locally from evidence in the tool call or the tool response. The categories are: no_error \u2014 action well-formed and the tool succeeded or returned the expected info; a search that legitimately finds nothing or an intended probe failure still counts here; command_syntax_or_usage_error \u2014 malformed shell/tool command \u2014 bad syntax, unknown or misused flag, wrong argument order, bad quoting \u2014 so the tool emits a syntax/usage/invalid-option error; missing_path_or_target \u2014 references a file, directory, executable, URL, or git revision that does not exist or is unreachable ('No such file or directory', 'command not found', 'not found'); edit_application_failure \u2014 a file edit (patch/sed/heredoc/editor) fails to apply ('patch does not apply', 'hunk FAILED') or applies but introduces a bug (syntax error, bad import, wrong substitution); test_or_verification_failure \u2014 the project's own tests, build, type-checker, or linter report real defects in the code under test (pytest FAILED, AssertionError, compiler/type/lint errors); tool_call_schema_violation \u2014 the tool call violates the tool's schema \u2014 a required argument missing or mis-typed, or an unavailable tool name \u2014 so the harness rejects it before running ('missing field', 'unknown tool', 'invalid arguments'); diagnostic_script_runtime_exception \u2014 an ad-hoc probe script (python -c or heredoc) crashes with a SyntaxError or unhandled runtime exception (TypeError, AttributeError) before finishing its logic; missing_dependency_or_plugin \u2014 a required package, plugin, or driver is absent, self-deleted, or version-incompatible (ModuleNotFoundError, ImportError, 'Can't load plugin'); invalid_session_reference \u2014 a stateful interactive call (write_stdin/read_stdin) targets a dead or unknown session/process id, or hits leftover buffered text ('Unknown process id', 'no such session'); environment_precondition_not_met \u2014 a required prior setup or state was skipped (no git init/config, running a module directly instead of via -m, mis-set PYTHONPATH), causing an avoidable precondition failure ('not initialized', 'not tracked by any supported scm tool'); diagnostic_script_logic_error \u2014 a diagnostic or verification action runs without crashing but gives no real signal \u2014 hardcoded/mismatched comparison, wrapper never installed, dry-run/placeholder, or masked exit \u2014 yielding a false or vacuous verdict.",
|
| 9 |
+
"prompt": "Instruct: Given one step of an autonomous coding agent's rollout \u2014 its tool call and the tool response (observation) it produced \u2014 identify which error category the step exhibits, judging locally from evidence in the tool call or the tool response. The categories are: no_error \u2014 action well-formed and the tool succeeded or returned the expected info; a search that legitimately finds nothing or an intended probe failure still counts here; command_syntax_or_usage_error \u2014 malformed shell/tool command \u2014 bad syntax, unknown or misused flag, wrong argument order, bad quoting \u2014 so the tool emits a syntax/usage/invalid-option error; missing_path_or_target \u2014 references a file, directory, executable, URL, or git revision that does not exist or is unreachable ('No such file or directory', 'command not found', 'not found'); edit_application_failure \u2014 a file edit (patch/sed/heredoc/editor) fails to apply ('patch does not apply', 'hunk FAILED') or applies but introduces a bug (syntax error, bad import, wrong substitution); test_or_verification_failure \u2014 the project's own tests, build, type-checker, or linter report real defects in the code under test (pytest FAILED, AssertionError, compiler/type/lint errors); tool_call_schema_violation \u2014 the tool call violates the tool's schema \u2014 a required argument missing or mis-typed, or an unavailable tool name \u2014 so the harness rejects it before running ('missing field', 'unknown tool', 'invalid arguments'); diagnostic_script_runtime_exception \u2014 an ad-hoc probe script (python -c or heredoc) crashes with a SyntaxError or unhandled runtime exception (TypeError, AttributeError) before finishing its logic; missing_dependency_or_plugin \u2014 a required package, plugin, or driver is absent, self-deleted, or version-incompatible (ModuleNotFoundError, ImportError, 'Can't load plugin'); invalid_session_reference \u2014 a stateful interactive call (write_stdin/read_stdin) targets a dead or unknown session/process id, or hits leftover buffered text ('Unknown process id', 'no such session'); environment_precondition_not_met \u2014 a required prior setup or state was skipped (no git init/config, running a module directly instead of via -m, mis-set PYTHONPATH), causing an avoidable precondition failure ('not initialized', 'not tracked by any supported scm tool'); diagnostic_script_logic_error \u2014 a diagnostic or verification action runs without crashing but gives no real signal \u2014 hardcoded/mismatched comparison, wrapper never installed, dry-run/placeholder, or masked exit \u2014 yielding a false or vacuous verdict.\nQuery:"
|
| 10 |
+
}
|
error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich_msl1536/pair_ids.json
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
error_taxonomy_labeling/inputs/corpus_5k.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:8713cc308b9ac581f765c69fa8e8b385054c6fc8c9e93b925f9c6988b67de665
|
| 3 |
+
size 37458809
|
error_taxonomy_labeling/readout/ablation/ab_4way_table.txt
ADDED
|
@@ -0,0 +1,68 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
samples=2606 classes=11 dropped(<2)={}
|
| 2 |
+
class distribution: {'command_syntax_or_usage_error': 201, 'diagnostic_script_logic_error': 66, 'diagnostic_script_runtime_exception': 500, 'edit_application_failure': 245, 'environment_precondition_not_met': 48, 'invalid_session_reference': 42, 'missing_dependency_or_plugin': 35, 'missing_path_or_target': 242, 'no_error': 500, 'test_or_verification_failure': 227, 'tool_call_schema_violation': 500}
|
| 3 |
+
train=2086 eval=520
|
| 4 |
+
NATURAL held-out eval (n=2897, true frequencies): acc=0.682 balanced_acc=0.716
|
| 5 |
+
FINAL train_acc=0.927 eval_acc=0.731 best_eval_acc=0.731 eval_bal_acc=0.718
|
| 6 |
+
per-class eval (support/precision/recall):
|
| 7 |
+
command_syntax_or_usage_error n= 40 P=0.64 R=0.53
|
| 8 |
+
diagnostic_script_logic_error n= 13 P=0.32 R=0.54
|
| 9 |
+
diagnostic_script_runtime_exception n= 100 P=0.81 R=0.71
|
| 10 |
+
edit_application_failure n= 49 P=0.46 R=0.61
|
| 11 |
+
environment_precondition_not_met n= 10 P=0.60 R=0.60
|
| 12 |
+
invalid_session_reference n= 8 P=0.80 R=1.00
|
| 13 |
+
missing_dependency_or_plugin n= 7 P=0.67 R=0.86
|
| 14 |
+
missing_path_or_target n= 48 P=0.81 R=0.71
|
| 15 |
+
no_error n= 100 P=0.71 R=0.67
|
| 16 |
+
test_or_verification_failure n= 45 P=0.67 R=0.69
|
| 17 |
+
tool_call_schema_violation n= 100 P=0.98 R=0.99
|
| 18 |
+
wrote /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/readout_instruct_rich/metrics.json + readout_head.pt
|
| 19 |
+
samples=2606 classes=11 dropped(<2)={}
|
| 20 |
+
class distribution: {'command_syntax_or_usage_error': 201, 'diagnostic_script_logic_error': 66, 'diagnostic_script_runtime_exception': 500, 'edit_application_failure': 245, 'environment_precondition_not_met': 48, 'invalid_session_reference': 42, 'missing_dependency_or_plugin': 35, 'missing_path_or_target': 242, 'no_error': 500, 'test_or_verification_failure': 227, 'tool_call_schema_violation': 500}
|
| 21 |
+
train=2086 eval=520
|
| 22 |
+
NATURAL held-out eval (n=2897, true frequencies): acc=0.693 balanced_acc=0.673
|
| 23 |
+
FINAL train_acc=0.935 eval_acc=0.731 best_eval_acc=0.731 eval_bal_acc=0.675
|
| 24 |
+
per-class eval (support/precision/recall):
|
| 25 |
+
command_syntax_or_usage_error n= 40 P=0.60 R=0.53
|
| 26 |
+
diagnostic_script_logic_error n= 13 P=0.30 R=0.23
|
| 27 |
+
diagnostic_script_runtime_exception n= 100 P=0.76 R=0.75
|
| 28 |
+
edit_application_failure n= 49 P=0.53 R=0.57
|
| 29 |
+
environment_precondition_not_met n= 10 P=0.60 R=0.60
|
| 30 |
+
invalid_session_reference n= 8 P=0.78 R=0.88
|
| 31 |
+
missing_dependency_or_plugin n= 7 P=0.83 R=0.71
|
| 32 |
+
missing_path_or_target n= 48 P=0.70 R=0.77
|
| 33 |
+
no_error n= 100 P=0.71 R=0.67
|
| 34 |
+
test_or_verification_failure n= 45 P=0.62 R=0.73
|
| 35 |
+
tool_call_schema_violation n= 100 P=1.00 R=0.98
|
| 36 |
+
wrote /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/readout_instruct_rich_msl1536/metrics.json + readout_head.pt
|
| 37 |
+
[download] emb_5k_gpu_instruct_rich
|
| 38 |
+
downloaded error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich -> data/emb_5k_gpu_instruct_rich
|
| 39 |
+
[train] emb_5k_gpu_instruct_rich -> readout_instruct_rich
|
| 40 |
+
$ /usr/local/bin/python /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/scripts/train_readout.py --emb-dir /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/emb_5k_gpu_instruct_rich --labels /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/balanced/balanced_labels.jsonl --natural-labels /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/scale5k/labels_consolidated.jsonl --out /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/readout_instruct_rich --hidden 512 256 --dropout 0.35 --epochs 160 --class-weighted
|
| 41 |
+
[download] emb_5k_gpu_instruct_rich_msl1536
|
| 42 |
+
downloaded error_taxonomy_labeling/embeddings/emb_5k_gpu_instruct_rich_msl1536 -> data/emb_5k_gpu_instruct_rich_msl1536
|
| 43 |
+
[train] emb_5k_gpu_instruct_rich_msl1536 -> readout_instruct_rich_msl1536
|
| 44 |
+
$ /usr/local/bin/python /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/scripts/train_readout.py --emb-dir /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/emb_5k_gpu_instruct_rich_msl1536 --labels /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/balanced/balanced_labels.jsonl --natural-labels /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/scale5k/labels_consolidated.jsonl --out /nemo-workspace/inf-evolve/home/project/terminal-rl/playground/error_taxonomy_labeling/data/readout_instruct_rich_msl1536 --hidden 512 256 --dropout 0.35 --epochs 160 --class-weighted
|
| 45 |
+
================================================================================================
|
| 46 |
+
variant msl train eval evalBal natAcc natBal
|
| 47 |
+
------------------------------------------------------------------------------------------------
|
| 48 |
+
baseline (no instruct) 1024 0.986 0.729 0.660 0.646 0.651
|
| 49 |
+
names-only instruct 1024 0.931 0.769 0.742 0.699 0.740
|
| 50 |
+
rich instruct @1024 1024 0.927 0.731 0.718 0.682 0.716
|
| 51 |
+
rich instruct @1536 1536 0.935 0.731 0.675 0.694 0.673
|
| 52 |
+
================================================================================================
|
| 53 |
+
Δ natural balanced-acc vs baseline:
|
| 54 |
+
names-only instruct +0.089
|
| 55 |
+
rich instruct @1024 +0.065
|
| 56 |
+
rich instruct @1536 +0.022
|
| 57 |
+
per-class NATURAL recall: names-only -> rich instruct @1024
|
| 58 |
+
command_syntax_or_usage_error n= 40 0.72 -> 0.53 (-0.20) <==
|
| 59 |
+
diagnostic_script_logic_error n= 13 0.31 -> 0.54 (+0.23) <==
|
| 60 |
+
diagnostic_script_runtime_exception n= 173 0.83 -> 0.76 (-0.07) <==
|
| 61 |
+
edit_application_failure n= 49 0.63 -> 0.61 (-0.02)
|
| 62 |
+
environment_precondition_not_met n= 10 0.70 -> 0.60 (-0.10) <==
|
| 63 |
+
invalid_session_reference n= 8 1.00 -> 1.00 (+0.00)
|
| 64 |
+
missing_dependency_or_plugin n= 7 0.86 -> 0.86 (+0.00)
|
| 65 |
+
missing_path_or_target n= 48 0.75 -> 0.71 (-0.04)
|
| 66 |
+
no_error n=2011 0.62 -> 0.60 (-0.01)
|
| 67 |
+
test_or_verification_failure n= 45 0.73 -> 0.69 (-0.04)
|
| 68 |
+
tool_call_schema_violation n= 493 0.99 -> 0.99 (-0.00)
|
error_taxonomy_labeling/readout/ablation/readout_instruct_rich.metrics.json
ADDED
|
@@ -0,0 +1,1579 @@
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|
| 1 |
+
{
|
| 2 |
+
"classes": [
|
| 3 |
+
"command_syntax_or_usage_error",
|
| 4 |
+
"diagnostic_script_logic_error",
|
| 5 |
+
"diagnostic_script_runtime_exception",
|
| 6 |
+
"edit_application_failure",
|
| 7 |
+
"environment_precondition_not_met",
|
| 8 |
+
"invalid_session_reference",
|
| 9 |
+
"missing_dependency_or_plugin",
|
| 10 |
+
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error_taxonomy_labeling/readout/ablation/readout_instruct_rich_msl1536.metrics.json
ADDED
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@@ -0,0 +1,1579 @@
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|
error_taxonomy_labeling/readout/metrics.json
ADDED
|
@@ -0,0 +1,1579 @@
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error_taxonomy_labeling/readout/metrics_baseline.json
ADDED
|
@@ -0,0 +1,1579 @@
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error_taxonomy_labeling/readout/metrics_instruct.json
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|
| 1 |
+
{
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| 2 |
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| 3 |
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|
| 4 |
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| 5 |
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|
| 6 |
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| 7 |
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|
| 8 |
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| 9 |
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|
| 10 |
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|
| 11 |
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|
| 12 |
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|
| 13 |
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|
| 14 |
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|
| 15 |
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|
| 16 |
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|
| 17 |
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|
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|
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|
| 20 |
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|
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|
| 22 |
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|
| 23 |
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|
| 24 |
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256
|
| 25 |
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| 26 |
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|
| 28 |
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|
| 29 |
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| 30 |
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| 31 |
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|
| 32 |
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|
| 33 |
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|
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|
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| 51 |
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|
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| 76 |
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|
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| 86 |
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|
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|
| 91 |
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|
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|
| 96 |
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|
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|
| 100 |
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|
error_taxonomy_labeling/readout/readout_head.pt
ADDED
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| 2 |
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oid sha256:f4fb0c3fee05ae91f9532a4a3c2934794bb25435734c26b195c9c30fc1815a34
|
| 3 |
+
size 2638458
|
error_taxonomy_labeling/readout/readout_head_instruct.pt
ADDED
|
@@ -0,0 +1,3 @@
|
|
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|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:24cb85796b4b3a2cca61f66bdccc19ffc6885b44b6f7e48772cd38d9d3c3fa16
|
| 3 |
+
size 2638458
|
error_taxonomy_labeling/rft/inputs/meta.json
ADDED
|
@@ -0,0 +1,21 @@
|
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|
| 1 |
+
{
|
| 2 |
+
"model": "Qwen/Qwen3.5-4B",
|
| 3 |
+
"classes": [
|
| 4 |
+
"command_syntax_or_usage_error",
|
| 5 |
+
"diagnostic_script_logic_error",
|
| 6 |
+
"diagnostic_script_runtime_exception",
|
| 7 |
+
"edit_application_failure",
|
| 8 |
+
"environment_precondition_not_met",
|
| 9 |
+
"invalid_session_reference",
|
| 10 |
+
"missing_dependency_or_plugin",
|
| 11 |
+
"missing_path_or_target",
|
| 12 |
+
"no_error",
|
| 13 |
+
"test_or_verification_failure",
|
| 14 |
+
"tool_call_schema_violation"
|
| 15 |
+
],
|
| 16 |
+
"system": "You are an expert failure-mode analyst for autonomous coding/terminal agents. You are given ONE step of an agent rollout: the assistant's reasoning + tool call, and the tool response (observation) it produced. Classify this step into EXACTLY ONE error class from the taxonomy below.\n\nJudge the step LOCALLY, using only concrete evidence in THIS step's tool call or tool response. A non-zero exit code is not automatically an error: a search that legitimately finds nothing, a probe whose failure is the intended outcome, or a diagnostic the agent ran to learn something are NORMAL \u2014 use `no_error` when there is no evidence of a genuine failure in the assistant's action. Do not infer errors from vague suspicion or from the final task reward.\n\nERROR-CLASS TAXONOMY (choose exactly one class_id):\n\n- no_error: No Error / Normal Progress\n description: The assistant's action is well-formed and the tool response shows it succeeded or returned the expected information. The step advances the task and contains no failure pattern. Use this ONLY when there is no evidence of any error in this pair.\n failure_signature: Exit code 0 with sensible output; a search/read that returns relevant content; a command whose result matches the assistant's stated intent.\n- command_syntax_or_usage_error: Command Syntax or Usage Error\n description: The assistant issued a shell command or tool invocation that is malformed for the tool being used: bad shell syntax, unknown/misused flags, wrong argument order, or an unquoted/misquoted argument, causing the tool to reject it or emit a usage/syntax error rather than doing the intended work.\n failure_signature: Shell reports 'syntax error', 'unexpected token', 'invalid option', 'usage:', 'unrecognized arguments', or the command clearly did something other than intended due to malformed arguments.\n- missing_path_or_target: Missing or Unreachable Referenced Resource\n description: The assistant references a file, directory, executable, URL, or git revision that does not exist/is unreachable at the referenced location, reflecting a wrong assumption about filesystem, network, or repo-history state.\n failure_signature: 'No such file or directory', 'command not found', 'cannot find', 'not found', 'does not exist', empty result because the path/pattern was wrong.\n- edit_application_failure: Edit Application or Introduced-Bug Failure\n description: An attempt to modify a file (patch, sed, heredoc write, editor) either fails to apply (context mismatch, rejected hunk, missing target) or applies successfully but introduces a bug: syntax error, undefined-name typo, missing import, broken/mismatched expression, wrong semantic substitution, unsynced paired data structures, unreachable/no-op branch, or misplaced variable scope/definition.\n failure_signature: 'patch does not apply', 'hunk FAILED', 'malformed patch', 'could not find context', apply_patch error, or a follow-up read showing the file was not actually changed.\n- test_or_verification_failure: Test / Build / Verification Failure\n description: The assistant ran the project's OWN tests, build, type-checker, or linter (the existing verification for the code under test) and the target reported failures attributable to the current (incomplete or incorrect) state of the code \u2014 i.e. a real defect signal from the target's own checks. This is NOT the assistant's own throwaway probe/repro script crashing due to a bug in that script (see diagnostic_script_runtime_exception).\n failure_signature: pytest 'FAILED'/'assert', 'AssertionError', non-zero test-runner exit, compiler/type errors, lint errors, 'X failed, Y passed'.\n- tool_call_schema_violation: Tool-Call Schema Violation\n description: The assistant's tool call does not conform to the tool's declared schema: a required argument is missing, an argument is named or typed wrongly, or the assistant invoked a tool/name that is not available, so the harness rejects the call before the underlying action runs.\n failure_signature: 'missing field', 'failed to parse function arguments', 'unexpected keyword', 'unknown tool', 'invalid arguments', schema/validation error from the tool layer rather than the shell.\n- diagnostic_script_runtime_exception: Diagnostic Script Crash (Syntax or Runtime)\n description: An ad-hoc one-off script (e.g. python -c or heredoc) written to probe the environment fails before completing its intended logic, either via a parse-time SyntaxError or an unhandled runtime exception caused by an incorrect assumption about API/data behavior, producing a non-zero exit.\n failure_signature: Traceback with a runtime exception type (TypeError, AttributeError, etc.) inside an ad-hoc diagnostic command, combined with partial correct output printed before the crash, and non-zero exit code.\n- missing_dependency_or_plugin: Missing, Removed, or Incompatible Dependency\n description: A command/script fails because a required package/plugin/driver is absent, was self-deleted by a prior destructive command, is version-incompatible with co-installed code, or the assistant tried installing a nonexistent package name.\n failure_signature: NoSuchModuleError / ModuleNotFoundError / ImportError referencing a plugin, dialect, backend, or driver name; 'Can't load plugin'; script cannot proceed to the intended logic because a required optional dependency is absent.\n- invalid_session_reference: Invalid or Stale Interactive Session State\n description: A stateful interactive tool call (write_stdin/read_stdin) either references a session/process id with no active process, or sends new input into a session with unexpected leftover buffered text from a prior turn, producing a rejection or misleading concatenated error.\n failure_signature: Tool response like 'Unknown process id <N>', 'no such session', or 'session not found' when the assistant supplies a session/process identifier for an interactive/stateful tool call.\n- environment_precondition_not_met: Environment/Invocation Precondition Not Met\n description: A command or script fails because a required prior setup step or state was skipped (e.g. missing git init/config, running submodule directly instead of via -m, spawn-multiprocessing needing a real file, sys.path/PYTHONPATH misconfigured so module resolution shadows or fails), causing an avoidable failure that a preceding setup command would have prevented.\n failure_signature: Tool response explains that a required precondition/state is missing (e.g., 'not tracked by any supported scm tool', 'not initialized', 'requires X to be set up first') and suggests a flag or step to work around it, rather than the tool failing due to a bad path, bad syntax, or missing dependency.\n- diagnostic_script_logic_error: Ineffective Verification Action (Script or Command)\n description: A diagnostic script, monkeypatch/wrapper, or shell command runs without crashing but produces no real signal: hardcoded/mismatched comparison values, patch/wrapper never installed or run in wrong scope, empty/placeholder/dry-run invocation, or exit status masked by a later pipeline stage \u2014 yielding a false, empty, or vacuous verdict while the agent proceeds as if verification succeeded.\n failure_signature: The script computes or creates a real value (e.g., an ID from an API response) earlier, but a later assertion/filter/comparison uses a different, hardcoded, or placeholder value instead of referencing that computed variable, leading to a mismatch and a reported 'FAILED'/zero-result outcome that misrepresents the underlying functionality.\n\nReason step by step about which single class_id the concrete evidence supports, weighing the closest alternative. Keep your reasoning focused and concise \u2014 a few sentences are enough; do not restate the taxonomy. As soon as you have decided, output your final answer as `\\boxed{class_id}` on its own line \u2014 exactly one class_id copied verbatim from the list above (snake_case), and nothing after the box. You MUST close your reasoning and emit the \\boxed{...} answer exactly once; do not run out of room before boxing.",
|
| 17 |
+
"n_train": 2086,
|
| 18 |
+
"split_seed": 20260705,
|
| 19 |
+
"val_frac": 0.2,
|
| 20 |
+
"contract": "think_then_boxed"
|
| 21 |
+
}
|
error_taxonomy_labeling/rft/inputs/rollout_tasks.jsonl
ADDED
|
The diff for this file is too large to render.
See raw diff
|
|
|
error_taxonomy_labeling/rft/outputs/positive_trajectories.jsonl
ADDED
|
@@ -0,0 +1,3 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
version https://git-lfs.github.com/spec/v1
|
| 2 |
+
oid sha256:a57e9cbdc060c7884e6ddb2f59116d6504c89073d0971e5701f3370e4de84686
|
| 3 |
+
size 23931407
|
error_taxonomy_labeling/rft/outputs/rollout_stats.json
ADDED
|
@@ -0,0 +1,126 @@
|
|
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|
|
|
|
|
|
|
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|
|
|
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|
|
|
|
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|
|
|
|
|
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|
|
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|
|
|
|
|
|
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|
|
|
|
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|
|
|
|
|
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|
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|
|
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|
|
|
|
| 1 |
+
{
|
| 2 |
+
"model": "Qwen/Qwen3.5-4B",
|
| 3 |
+
"n_tasks": 2086,
|
| 4 |
+
"target_correct": 4,
|
| 5 |
+
"max_attempts": 64,
|
| 6 |
+
"round_n": 8,
|
| 7 |
+
"temperature": 1.0,
|
| 8 |
+
"top_p": 0.95,
|
| 9 |
+
"top_k": -1,
|
| 10 |
+
"max_new_tokens": 640,
|
| 11 |
+
"n_solved": 1418,
|
| 12 |
+
"n_partial": 224,
|
| 13 |
+
"n_zero": 444,
|
| 14 |
+
"n_positive_total": 6058,
|
| 15 |
+
"total_generations": 67352,
|
| 16 |
+
"overall_yield": 0.0899,
|
| 17 |
+
"rounds": 8,
|
| 18 |
+
"runtime_sec": 6618.5,
|
| 19 |
+
"per_class": {
|
| 20 |
+
"command_syntax_or_usage_error": {
|
| 21 |
+
"n_problems": 161,
|
| 22 |
+
"n_solved": 94,
|
| 23 |
+
"solve_rate": 0.584,
|
| 24 |
+
"n_positive": 419,
|
| 25 |
+
"yield": 0.062,
|
| 26 |
+
"avg_attempts": 42.0
|
| 27 |
+
},
|
| 28 |
+
"diagnostic_script_logic_error": {
|
| 29 |
+
"n_problems": 53,
|
| 30 |
+
"n_solved": 0,
|
| 31 |
+
"solve_rate": 0.0,
|
| 32 |
+
"n_positive": 10,
|
| 33 |
+
"yield": 0.0029,
|
| 34 |
+
"avg_attempts": 64.0
|
| 35 |
+
},
|
| 36 |
+
"diagnostic_script_runtime_exception": {
|
| 37 |
+
"n_problems": 400,
|
| 38 |
+
"n_solved": 279,
|
| 39 |
+
"solve_rate": 0.698,
|
| 40 |
+
"n_positive": 1274,
|
| 41 |
+
"yield": 0.0836,
|
| 42 |
+
"avg_attempts": 38.1
|
| 43 |
+
},
|
| 44 |
+
"edit_application_failure": {
|
| 45 |
+
"n_problems": 196,
|
| 46 |
+
"n_solved": 15,
|
| 47 |
+
"solve_rate": 0.077,
|
| 48 |
+
"n_positive": 98,
|
| 49 |
+
"yield": 0.0081,
|
| 50 |
+
"avg_attempts": 61.8
|
| 51 |
+
},
|
| 52 |
+
"environment_precondition_not_met": {
|
| 53 |
+
"n_problems": 38,
|
| 54 |
+
"n_solved": 12,
|
| 55 |
+
"solve_rate": 0.316,
|
| 56 |
+
"n_positive": 63,
|
| 57 |
+
"yield": 0.031,
|
| 58 |
+
"avg_attempts": 53.5
|
| 59 |
+
},
|
| 60 |
+
"invalid_session_reference": {
|
| 61 |
+
"n_problems": 34,
|
| 62 |
+
"n_solved": 31,
|
| 63 |
+
"solve_rate": 0.912,
|
| 64 |
+
"n_positive": 125,
|
| 65 |
+
"yield": 0.2367,
|
| 66 |
+
"avg_attempts": 15.5
|
| 67 |
+
},
|
| 68 |
+
"missing_dependency_or_plugin": {
|
| 69 |
+
"n_problems": 28,
|
| 70 |
+
"n_solved": 22,
|
| 71 |
+
"solve_rate": 0.786,
|
| 72 |
+
"n_positive": 89,
|
| 73 |
+
"yield": 0.0967,
|
| 74 |
+
"avg_attempts": 32.9
|
| 75 |
+
},
|
| 76 |
+
"missing_path_or_target": {
|
| 77 |
+
"n_problems": 194,
|
| 78 |
+
"n_solved": 158,
|
| 79 |
+
"solve_rate": 0.814,
|
| 80 |
+
"n_positive": 657,
|
| 81 |
+
"yield": 0.148,
|
| 82 |
+
"avg_attempts": 22.9
|
| 83 |
+
},
|
| 84 |
+
"no_error": {
|
| 85 |
+
"n_problems": 400,
|
| 86 |
+
"n_solved": 365,
|
| 87 |
+
"solve_rate": 0.912,
|
| 88 |
+
"n_positive": 1493,
|
| 89 |
+
"yield": 0.1868,
|
| 90 |
+
"avg_attempts": 20.0
|
| 91 |
+
},
|
| 92 |
+
"test_or_verification_failure": {
|
| 93 |
+
"n_problems": 182,
|
| 94 |
+
"n_solved": 46,
|
| 95 |
+
"solve_rate": 0.253,
|
| 96 |
+
"n_positive": 239,
|
| 97 |
+
"yield": 0.0244,
|
| 98 |
+
"avg_attempts": 53.8
|
| 99 |
+
},
|
| 100 |
+
"tool_call_schema_violation": {
|
| 101 |
+
"n_problems": 400,
|
| 102 |
+
"n_solved": 396,
|
| 103 |
+
"solve_rate": 0.99,
|
| 104 |
+
"n_positive": 1591,
|
| 105 |
+
"yield": 0.3832,
|
| 106 |
+
"avg_attempts": 10.4
|
| 107 |
+
}
|
| 108 |
+
},
|
| 109 |
+
"n_correct_hist": {
|
| 110 |
+
"0": 444,
|
| 111 |
+
"1": 108,
|
| 112 |
+
"2": 70,
|
| 113 |
+
"3": 46,
|
| 114 |
+
"4": 1418
|
| 115 |
+
},
|
| 116 |
+
"attempts_hist": {
|
| 117 |
+
"8": 712,
|
| 118 |
+
"16": 338,
|
| 119 |
+
"24": 138,
|
| 120 |
+
"32": 76,
|
| 121 |
+
"40": 47,
|
| 122 |
+
"48": 46,
|
| 123 |
+
"56": 30,
|
| 124 |
+
"64": 699
|
| 125 |
+
}
|
| 126 |
+
}
|
error_taxonomy_labeling/taxonomy/augment/augment_manifest.json
ADDED
|
@@ -0,0 +1,31 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"misclassified": 1574,
|
| 3 |
+
"augment": 1450,
|
| 4 |
+
"consistent_dropped": 18,
|
| 5 |
+
"pending_conflicts": 9,
|
| 6 |
+
"taxonomy_gap": 97,
|
| 7 |
+
"opus_model": "us.anthropic.claude-opus-4-8",
|
| 8 |
+
"opus_resolution": {
|
| 9 |
+
"later": 6,
|
| 10 |
+
"neither": 1,
|
| 11 |
+
"previous": 2
|
| 12 |
+
},
|
| 13 |
+
"augment_label_dist": {
|
| 14 |
+
"no_error": 785,
|
| 15 |
+
"edit_application_failure": 232,
|
| 16 |
+
"diagnostic_script_logic_error": 161,
|
| 17 |
+
"diagnostic_script_runtime_exception": 106,
|
| 18 |
+
"missing_path_or_target": 55,
|
| 19 |
+
"command_syntax_or_usage_error": 44,
|
| 20 |
+
"environment_precondition_not_met": 21,
|
| 21 |
+
"missing_dependency_or_plugin": 21,
|
| 22 |
+
"test_or_verification_failure": 10,
|
| 23 |
+
"invalid_session_reference": 9,
|
| 24 |
+
"tool_call_schema_violation": 6
|
| 25 |
+
},
|
| 26 |
+
"augment_source": {
|
| 27 |
+
"cascade_routed": 1170,
|
| 28 |
+
"drift_audit": 280
|
| 29 |
+
},
|
| 30 |
+
"existing_dataset": 4983
|
| 31 |
+
}
|
error_taxonomy_labeling/taxonomy/augment/augmented_corpus.jsonl
ADDED
|
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|
|
|
error_taxonomy_labeling/taxonomy/augment/augmented_labels.jsonl
ADDED
|
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|
|
|
error_taxonomy_labeling/taxonomy/augment/manifest.json
ADDED
|
@@ -0,0 +1,27 @@
|
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|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"hf_repo": "Siyuc/polar",
|
| 3 |
+
"note": "Base SFT set + dated augmentation timeline, merged+shuffled at run time (files stay separate on HF).",
|
| 4 |
+
"base": {
|
| 5 |
+
"emb_dir": "emb_5k_gpu",
|
| 6 |
+
"labels": "balanced/balanced_labels.jsonl",
|
| 7 |
+
"natural_labels": "scale5k/labels_consolidated.jsonl",
|
| 8 |
+
"corpus": "corpus_5k.jsonl",
|
| 9 |
+
"registry": "scale5k/registry_consolidated.json"
|
| 10 |
+
},
|
| 11 |
+
"augmentations": [
|
| 12 |
+
{
|
| 13 |
+
"name": "augment_misclassified_20260706",
|
| 14 |
+
"date": "2026-07-06",
|
| 15 |
+
"role": "augment",
|
| 16 |
+
"labels": "error_taxonomy_labeling/taxonomy/augment/augmented_labels.jsonl",
|
| 17 |
+
"corpus": "error_taxonomy_labeling/taxonomy/augment/augmented_corpus.jsonl"
|
| 18 |
+
},
|
| 19 |
+
{
|
| 20 |
+
"name": "opus_corrections_20260706",
|
| 21 |
+
"date": "2026-07-06",
|
| 22 |
+
"role": "correction",
|
| 23 |
+
"labels": "error_taxonomy_labeling/taxonomy/augment/pending_resolved.jsonl",
|
| 24 |
+
"label_field": "opus_label"
|
| 25 |
+
}
|
| 26 |
+
]
|
| 27 |
+
}
|
error_taxonomy_labeling/taxonomy/augment/pending_pool.jsonl
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"pair_id": "fdd63c6a2bd042a2ab943d10", "previous_label": "diagnostic_script_runtime_exception", "later_label": "missing_path_or_target", "split": "natural", "classifier_pred": "diagnostic_script_runtime_exception", "source": "cascade_routed"}
|
| 2 |
+
{"pair_id": "3fb63f2e8b42f0cc764e7675", "previous_label": "diagnostic_script_logic_error", "later_label": "test_or_verification_failure", "split": "train", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 3 |
+
{"pair_id": "1ee5d0ea49306ed8733a638c", "previous_label": "test_or_verification_failure", "later_label": "edit_application_failure", "split": "train", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 4 |
+
{"pair_id": "66449776a0f33a6c44744657", "previous_label": "test_or_verification_failure", "later_label": "edit_application_failure", "split": "eval", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 5 |
+
{"pair_id": "0a9efe0639c0d03eab2dce1c", "previous_label": "diagnostic_script_logic_error", "later_label": "diagnostic_script_runtime_exception", "split": "train", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 6 |
+
{"pair_id": "b41b9a092eec60a4bedab692", "previous_label": "no_error", "later_label": "edit_application_failure", "split": "natural", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 7 |
+
{"pair_id": "ce7afa364af6d10dcb48767a", "previous_label": "diagnostic_script_runtime_exception", "later_label": "environment_precondition_not_met", "split": "eval", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 8 |
+
{"pair_id": "957196ef9f70e8133e02c165", "previous_label": "no_error", "later_label": "environment_precondition_not_met", "split": "natural", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 9 |
+
{"pair_id": "2db21a58e1cdc15c2ecd6a94", "previous_label": "no_error", "later_label": "edit_application_failure", "split": "natural", "classifier_pred": "test_or_verification_failure", "source": "drift_audit"}
|
error_taxonomy_labeling/taxonomy/augment/pending_resolved.jsonl
ADDED
|
@@ -0,0 +1,9 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"pair_id": "fdd63c6a2bd042a2ab943d10", "previous_label": "diagnostic_script_runtime_exception", "later_label": "missing_path_or_target", "split": "natural", "classifier_pred": "diagnostic_script_runtime_exception", "source": "cascade_routed", "opus_label": "missing_path_or_target", "agrees_with": "later"}
|
| 2 |
+
{"pair_id": "3fb63f2e8b42f0cc764e7675", "previous_label": "diagnostic_script_logic_error", "later_label": "test_or_verification_failure", "split": "train", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed", "opus_label": "diagnostic_script_runtime_exception", "agrees_with": "neither"}
|
| 3 |
+
{"pair_id": "1ee5d0ea49306ed8733a638c", "previous_label": "test_or_verification_failure", "later_label": "edit_application_failure", "split": "train", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed", "opus_label": "edit_application_failure", "agrees_with": "later"}
|
| 4 |
+
{"pair_id": "66449776a0f33a6c44744657", "previous_label": "test_or_verification_failure", "later_label": "edit_application_failure", "split": "eval", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed", "opus_label": "edit_application_failure", "agrees_with": "later"}
|
| 5 |
+
{"pair_id": "0a9efe0639c0d03eab2dce1c", "previous_label": "diagnostic_script_logic_error", "later_label": "diagnostic_script_runtime_exception", "split": "train", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed", "opus_label": "diagnostic_script_runtime_exception", "agrees_with": "later"}
|
| 6 |
+
{"pair_id": "b41b9a092eec60a4bedab692", "previous_label": "no_error", "later_label": "edit_application_failure", "split": "natural", "classifier_pred": "no_error", "source": "cascade_routed", "opus_label": "no_error", "agrees_with": "previous"}
|
| 7 |
+
{"pair_id": "ce7afa364af6d10dcb48767a", "previous_label": "diagnostic_script_runtime_exception", "later_label": "environment_precondition_not_met", "split": "eval", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed", "opus_label": "environment_precondition_not_met", "agrees_with": "later"}
|
| 8 |
+
{"pair_id": "957196ef9f70e8133e02c165", "previous_label": "no_error", "later_label": "environment_precondition_not_met", "split": "natural", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed", "opus_label": "environment_precondition_not_met", "agrees_with": "later"}
|
| 9 |
+
{"pair_id": "2db21a58e1cdc15c2ecd6a94", "previous_label": "no_error", "later_label": "edit_application_failure", "split": "natural", "classifier_pred": "test_or_verification_failure", "source": "drift_audit", "opus_label": "no_error", "agrees_with": "previous"}
|
error_taxonomy_labeling/taxonomy/augment/sft_augmentation_ab.html
ADDED
|
@@ -0,0 +1,153 @@
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|
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|
|
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|
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|
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|
|
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|
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|
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|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
<title>SFT Augmentation — no_error Floor Sweep</title>
|
| 2 |
+
<style>
|
| 3 |
+
.ab{
|
| 4 |
+
--surface-1:#fcfcfb; --page:#f9f9f7; --text-primary:#0b0b0b; --text-secondary:#52514e; --muted:#898781;
|
| 5 |
+
--grid:#e1e0d9; --axis:#c3c2b7; --border:rgba(11,11,11,0.10);
|
| 6 |
+
--acc:#2a78d6; --bal:#4a3aa7; --base:#898781; --up:#0ca30c; --down:#d03b3b;
|
| 7 |
+
color-scheme:light dark; font-family:system-ui,-apple-system,"Segoe UI",sans-serif;
|
| 8 |
+
background:var(--page); color:var(--text-primary); max-width:1040px; margin:0 auto; padding:26px 20px 80px;
|
| 9 |
+
line-height:1.5; -webkit-font-smoothing:antialiased;
|
| 10 |
+
}
|
| 11 |
+
@media (prefers-color-scheme:dark){ .ab{
|
| 12 |
+
--surface-1:#1a1a19; --page:#0d0d0d; --text-primary:#fff; --text-secondary:#c3c2b7; --muted:#898781;
|
| 13 |
+
--grid:#2c2c2a; --axis:#383835; --border:rgba(255,255,255,0.10);
|
| 14 |
+
--acc:#3987e5; --bal:#9085e9; --base:#898781; --up:#0ca30c; --down:#e66767;
|
| 15 |
+
}}
|
| 16 |
+
:root[data-theme="dark"] .ab{ --surface-1:#1a1a19; --page:#0d0d0d; --text-primary:#fff; --text-secondary:#c3c2b7; --muted:#898781;
|
| 17 |
+
--grid:#2c2c2a; --axis:#383835; --border:rgba(255,255,255,0.10); --acc:#3987e5; --bal:#9085e9; --base:#898781; --up:#0ca30c; --down:#e66767; }
|
| 18 |
+
:root[data-theme="light"] .ab{ --surface-1:#fcfcfb; --page:#f9f9f7; --text-primary:#0b0b0b; --text-secondary:#52514e; --muted:#898781;
|
| 19 |
+
--grid:#e1e0d9; --axis:#c3c2b7; --border:rgba(11,11,11,0.10); --acc:#2a78d6; --bal:#4a3aa7; --base:#898781; --up:#0ca30c; --down:#d03b3b; }
|
| 20 |
+
.ab h1{font-size:24px; margin:0 0 6px; letter-spacing:-0.01em; text-wrap:balance;}
|
| 21 |
+
.ab h2{font-size:18px; margin:32px 0 4px;}
|
| 22 |
+
.sub{color:var(--text-secondary); font-size:14px; margin:0 0 4px; max-width:88ch;}
|
| 23 |
+
code{font-family:ui-monospace,"SF Mono",Menlo,Consolas,monospace; font-size:.9em; background:color-mix(in srgb,var(--muted) 16%,transparent); padding:1px 5px; border-radius:4px;}
|
| 24 |
+
.callout{border-radius:12px; padding:14px 16px; margin:14px 0 6px; font-size:14.5px; border:1px solid var(--border); background:var(--surface-1);}
|
| 25 |
+
.callout.up{background:color-mix(in srgb,var(--up) 10%,var(--surface-1)); border-color:color-mix(in srgb,var(--up) 32%,var(--border));}
|
| 26 |
+
.callout.mixed{background:color-mix(in srgb,var(--acc) 8%,var(--surface-1)); border-color:color-mix(in srgb,var(--acc) 30%,var(--border));}
|
| 27 |
+
.legend{display:flex; gap:16px; align-items:center; margin:10px 0 2px; font-size:12.5px; color:var(--text-secondary);}
|
| 28 |
+
.legend .it{display:inline-flex; align-items:center; gap:6px;} .sw{width:12px;height:12px;border-radius:3px;display:inline-block;}
|
| 29 |
+
.card{background:var(--surface-1); border:1px solid var(--border); border-radius:12px; padding:14px 16px; margin-top:10px;}
|
| 30 |
+
svg{display:block; max-width:100%;} text{fill:var(--text-secondary);}
|
| 31 |
+
table{border-collapse:collapse; width:100%; font-size:12.5px; font-variant-numeric:tabular-nums;}
|
| 32 |
+
th,td{padding:5px 9px; text-align:right; border-bottom:1px solid var(--grid); white-space:nowrap;}
|
| 33 |
+
th:first-child,td:first-child{text-align:left;} th{color:var(--muted); font-weight:600;}
|
| 34 |
+
td.up{color:var(--up);} td.down{color:var(--down);} .aughi{background:color-mix(in srgb,var(--acc) 7%,transparent);}
|
| 35 |
+
.foot{margin-top:38px; padding-top:14px; border-top:1px solid var(--grid); font-size:12.5px; color:var(--text-secondary);}
|
| 36 |
+
.tip{position:fixed; pointer-events:none; z-index:50; background:var(--surface-1); border:1px solid var(--border); border-radius:8px; padding:8px 10px; font-size:12px; color:var(--text-primary); box-shadow:0 6px 24px rgba(0,0,0,.18); opacity:0; transition:opacity .08s;}
|
| 37 |
+
</style>
|
| 38 |
+
|
| 39 |
+
<div class="ab" id="ab">
|
| 40 |
+
<h1>Can reweighting <code>no_error</code> turn the augment into a balanced win?</h1>
|
| 41 |
+
<p class="sub" id="subtitle"></p>
|
| 42 |
+
<div class="callout" id="verdict"></div>
|
| 43 |
+
|
| 44 |
+
<h2>Accuracy vs balanced accuracy across the <code>no_error</code> floor</h2>
|
| 45 |
+
<p class="sub">Natural held-out (2,897, real class mix). Same augmented train (base + 1,450 hard examples) at three
|
| 46 |
+
<code>no_error</code> class-weight floors; base (no augment) for reference. Dashed line = base balanced accuracy.</p>
|
| 47 |
+
<div class="legend"><span class="it"><span class="sw" style="background:var(--acc)"></span>accuracy</span><span class="it"><span class="sw" style="background:var(--bal)"></span>balanced accuracy</span></div>
|
| 48 |
+
<div class="card"><div id="sweep"></div></div>
|
| 49 |
+
|
| 50 |
+
<h2>Where the augment helps and hurts (best-accuracy variant vs base)</h2>
|
| 51 |
+
<p class="sub">Per-class recall, natural held-out. Blue rows = classes the augmentation added mass to.</p>
|
| 52 |
+
<div class="card" style="overflow-x:auto"><table id="perclass"></table></div>
|
| 53 |
+
|
| 54 |
+
<div class="foot" id="foot"></div>
|
| 55 |
+
<div class="tip" id="tip"></div>
|
| 56 |
+
</div>
|
| 57 |
+
|
| 58 |
+
<script>
|
| 59 |
+
const DATA = {"classes":["command_syntax_or_usage_error","diagnostic_script_logic_error","diagnostic_script_runtime_exception","edit_application_failure","environment_precondition_not_met","invalid_session_reference","missing_dependency_or_plugin","missing_path_or_target","no_error","test_or_verification_failure","tool_call_schema_violation"],"config":{"model":"Qwen/Qwen3.5-4B","rank":32,"lr":0.0002,"epochs":4,"batch_size":48,"seed":20260705},"configs":[{"name":"Base · no augment","floor":"1.0","aug":false,"n_train":2086,"eval_acc":0.8596,"eval_bal":0.8195,"nat_acc":0.8619,"nat_bal":0.8228,"per_class_nat":{"command_syntax_or_usage_error":{"support":40,"precision":0.517,"recall":0.775},"diagnostic_script_logic_error":{"support":13,"precision":0.071,"recall":0.538},"diagnostic_script_runtime_exception":{"support":173,"precision":0.917,"recall":0.896},"edit_application_failure":{"support":49,"precision":0.177,"recall":0.735},"environment_precondition_not_met":{"support":10,"precision":0.692,"recall":0.9},"invalid_session_reference":{"support":8,"precision":1.0,"recall":0.875},"missing_dependency_or_plugin":{"support":7,"precision":0.333,"recall":0.714},"missing_path_or_target":{"support":48,"precision":0.75,"recall":0.875},"no_error":{"support":2011,"precision":0.995,"recall":0.831},"test_or_verification_failure":{"support":45,"precision":0.402,"recall":0.911},"tool_call_schema_violation":{"support":493,"precision":0.998,"recall":1.0}},"history":[{"epoch":0,"eval_bal":0.5394},{"epoch":1,"eval_bal":0.798},{"epoch":2,"eval_bal":0.7923},{"epoch":3,"eval_bal":0.8195},{"epoch":4,"eval_bal":0.8034}]},{"name":"Aug · floor 1.0","floor":"1.0","aug":true,"n_train":3536,"eval_acc":0.85,"eval_bal":0.8077,"nat_acc":0.9123,"nat_bal":0.811,"per_class_nat":{"command_syntax_or_usage_error":{"support":40,"precision":0.66,"recall":0.775},"diagnostic_script_logic_error":{"support":13,"precision":0.075,"recall":0.385},"diagnostic_script_runtime_exception":{"support":173,"precision":0.878,"recall":0.919},"edit_application_failure":{"support":49,"precision":0.268,"recall":0.612},"environment_precondition_not_met":{"support":10,"precision":0.643,"recall":0.9},"invalid_session_reference":{"support":8,"precision":0.727,"recall":1.0},"missing_dependency_or_plugin":{"support":7,"precision":0.316,"recall":0.857},"missing_path_or_target":{"support":48,"precision":0.769,"recall":0.833},"no_error":{"support":2011,"precision":0.988,"recall":0.91},"test_or_verification_failure":{"support":45,"precision":0.688,"recall":0.733},"tool_call_schema_violation":{"support":493,"precision":0.998,"recall":0.996}},"history":[{"epoch":0,"eval_bal":0.5385},{"epoch":1,"eval_bal":0.7416},{"epoch":2,"eval_bal":0.7415},{"epoch":3,"eval_bal":0.8077},{"epoch":4,"eval_bal":0.7869}]},{"name":"Aug · floor 0.5","floor":"0.5","aug":true,"n_train":3536,"eval_acc":0.8308,"eval_bal":0.7768,"nat_acc":0.9172,"nat_bal":0.781,"per_class_nat":{"command_syntax_or_usage_error":{"support":40,"precision":0.643,"recall":0.675},"diagnostic_script_logic_error":{"support":13,"precision":0.087,"recall":0.308},"diagnostic_script_runtime_exception":{"support":173,"precision":0.876,"recall":0.896},"edit_application_failure":{"support":49,"precision":0.274,"recall":0.592},"environment_precondition_not_met":{"support":10,"precision":0.474,"recall":0.9},"invalid_session_reference":{"support":8,"precision":0.778,"recall":0.875},"missing_dependency_or_plugin":{"support":7,"precision":0.3,"recall":0.857},"missing_path_or_target":{"support":48,"precision":0.78,"recall":0.812},"no_error":{"support":2011,"precision":0.986,"recall":0.922},"test_or_verification_failure":{"support":45,"precision":0.642,"recall":0.756},"tool_call_schema_violation":{"support":493,"precision":0.996,"recall":0.998}},"history":[{"epoch":0,"eval_bal":0.5402},{"epoch":1,"eval_bal":0.7672},{"epoch":2,"eval_bal":0.7386},{"epoch":3,"eval_bal":0.7768},{"epoch":4,"eval_bal":0.7681}]},{"name":"Aug · unfloored 0.0","floor":"0.0","aug":true,"n_train":3536,"eval_acc":0.8115,"eval_bal":0.8087,"nat_acc":0.8184,"nat_bal":0.8158,"per_class_nat":{"command_syntax_or_usage_error":{"support":40,"precision":0.574,"recall":0.675},"diagnostic_script_logic_error":{"support":13,"precision":0.035,"recall":0.846},"diagnostic_script_runtime_exception":{"support":173,"precision":0.918,"recall":0.78},"edit_application_failure":{"support":49,"precision":0.271,"recall":0.469},"environment_precondition_not_met":{"support":10,"precision":0.321,"recall":0.9},"invalid_session_reference":{"support":8,"precision":0.8,"recall":1.0},"missing_dependency_or_plugin":{"support":7,"precision":0.192,"recall":0.714},"missing_path_or_target":{"support":48,"precision":0.575,"recall":0.875},"no_error":{"support":2011,"precision":0.99,"recall":0.785},"test_or_verification_failure":{"support":45,"precision":0.538,"recall":0.933},"tool_call_schema_violation":{"support":493,"precision":1.0,"recall":0.996}},"history":[{"epoch":0,"eval_bal":0.5394},{"epoch":1,"eval_bal":0.8087},{"epoch":2,"eval_bal":0.7843},{"epoch":3,"eval_bal":0.7949},{"epoch":4,"eval_bal":0.8012}]}],"base_idx":0,"augment":{"added":1450,"corrected":9,"label_dist":{"no_error":785,"edit_application_failure":232,"diagnostic_script_logic_error":161,"diagnostic_script_runtime_exception":106,"missing_path_or_target":55,"command_syntax_or_usage_error":44,"environment_precondition_not_met":21,"missing_dependency_or_plugin":21,"test_or_verification_failure":10,"invalid_session_reference":9,"tool_call_schema_violation":6}}};
|
| 60 |
+
(function(){
|
| 61 |
+
const D=DATA, CFG=D.configs, base=CFG[D.base_idx], tip=document.getElementById('tip');
|
| 62 |
+
const SHORT={no_error:'No error',tool_call_schema_violation:'Tool-call schema',missing_path_or_target:'Missing path/target',
|
| 63 |
+
command_syntax_or_usage_error:'Command syntax',test_or_verification_failure:'Test / verification',
|
| 64 |
+
edit_application_failure:'Edit application',diagnostic_script_runtime_exception:'Diag runtime exc.',
|
| 65 |
+
diagnostic_script_logic_error:'Diag logic error',missing_dependency_or_plugin:'Missing dependency',
|
| 66 |
+
invalid_session_reference:'Invalid session ref',environment_precondition_not_met:'Env precondition'};
|
| 67 |
+
const lab=id=>SHORT[id]||id.replace(/_/g,' ');
|
| 68 |
+
function C(n){return getComputedStyle(document.getElementById('ab')).getPropertyValue(n).trim();}
|
| 69 |
+
function ns(t,a){const e=document.createElementNS('http://www.w3.org/2000/svg',t);for(const k in(a||{}))e.setAttribute(k,a[k]);return e;}
|
| 70 |
+
const pct=(x,d)=>x==null||isNaN(x)?'—':(100*x).toFixed(d==null?1:d)+'%';
|
| 71 |
+
const dp=(a,b)=>(a==null||b==null)?null:(a-b)*100;
|
| 72 |
+
function showTip(h,e){tip.innerHTML=h;tip.style.opacity=1;tip.style.left=(e.clientX+12)+'px';tip.style.top=(e.clientY+12)+'px';}
|
| 73 |
+
const hideTip=()=>tip.style.opacity=0;
|
| 74 |
+
|
| 75 |
+
const AUG=D.augment||{};
|
| 76 |
+
const augCfgs=CFG.filter(c=>c.aug);
|
| 77 |
+
const bestBal=augCfgs.reduce((m,c)=>c.nat_bal>m.nat_bal?c:m, augCfgs[0]);
|
| 78 |
+
const bestAcc=augCfgs.reduce((m,c)=>c.nat_acc>m.nat_acc?c:m, augCfgs[0]);
|
| 79 |
+
const dBal=dp(bestBal.nat_bal, base.nat_bal), dAcc=dp(bestAcc.nat_acc, base.nat_acc);
|
| 80 |
+
|
| 81 |
+
document.getElementById('subtitle').innerHTML=
|
| 82 |
+
`Follow-up to the A/B: the augment is <b>${AUG.label_dist&&AUG.label_dist.no_error||''} / 1,450 no_error</b> heavy, so flooring `+
|
| 83 |
+
`<code>no_error</code>'s class weight at 1.0 tilts the model toward it. Here we sweep the floor `+
|
| 84 |
+
`(1.0 → 0.5 → 0.0/unfloored) to see if downweighting <code>no_error</code> recovers balanced accuracy. `+
|
| 85 |
+
`Config: <code>rank ${D.config.rank}, lr ${D.config.lr}, ${D.config.epochs} ep, class-weighted, boost diag_logic×2</code>.`;
|
| 86 |
+
|
| 87 |
+
// verdict
|
| 88 |
+
(function(){
|
| 89 |
+
const v=document.getElementById('verdict');
|
| 90 |
+
const win = dBal>0.3;
|
| 91 |
+
v.className='callout '+(win?'up':'mixed');
|
| 92 |
+
let head = win
|
| 93 |
+
? `<b>Reweighting lands a balanced win.</b> `
|
| 94 |
+
: `<b>Reweighting does not land a balanced win.</b> `;
|
| 95 |
+
v.innerHTML=head+
|
| 96 |
+
`Best augmented <b>balanced</b> accuracy is <b>${pct(bestBal.nat_bal)}</b> (${bestBal.name}) vs base <b>${pct(base.nat_bal)}</b> `+
|
| 97 |
+
`(${dBal>0?'+':''}${dBal.toFixed(1)} pts) — ${win?'above':'at/below'} base, and the floor sweep is non-monotonic, i.e. within `+
|
| 98 |
+
`Tinker's ~2–4 pt run-to-run noise. What IS robust: augmentation lifts <b>accuracy</b> to <b>${pct(bestAcc.nat_acc)}</b> `+
|
| 99 |
+
`(${bestAcc.name}) vs base ${pct(base.nat_acc)} (+${dAcc.toFixed(1)} pts) by cutting <code>no_error</code> false-negatives — `+
|
| 100 |
+
`the over-calling the drift audit flagged. Unflooring (0.0) over-corrects: <code>no_error</code> weight ≈0.11 swings the model `+
|
| 101 |
+
`back to over-calling, tanking accuracy without beating base balanced. `+
|
| 102 |
+
`<b>The lever for balanced accuracy is more rare-error hard examples, not reweighting</b> — the augment simply doesn't contain much rare-class signal.`;
|
| 103 |
+
})();
|
| 104 |
+
|
| 105 |
+
// sweep chart: grouped horizontal bars (accuracy + balanced) per config, zoomed x, value labels
|
| 106 |
+
(function(){
|
| 107 |
+
const host=document.getElementById('sweep');
|
| 108 |
+
const n=CFG.length, rowH=52, gap=14, L=150, R=64, T=10, W=880;
|
| 109 |
+
const H=T+n*(rowH+gap)+30;
|
| 110 |
+
const lo=0.70, hi=0.94;
|
| 111 |
+
const x=v=>L+(W-L-R)*(Math.max(lo,Math.min(hi,v))-lo)/(hi-lo);
|
| 112 |
+
const svg=ns('svg',{viewBox:`0 0 ${W} ${H}`,width:W,height:H});
|
| 113 |
+
// x grid
|
| 114 |
+
for(let t=0.70;t<=0.94001;t+=0.05){const xx=x(t);
|
| 115 |
+
svg.appendChild(ns('line',{x1:xx,y1:T,x2:xx,y2:H-24,stroke:C('--grid'),'stroke-width':1}));
|
| 116 |
+
svg.appendChild(ns('text',{x:xx,y:H-10,'text-anchor':'middle','font-size':10.5,fill:C('--muted')})).textContent=Math.round(t*100)+'%';}
|
| 117 |
+
// base balanced reference line
|
| 118 |
+
const bx=x(base.nat_bal);
|
| 119 |
+
svg.appendChild(ns('line',{x1:bx,y1:T,x2:bx,y2:H-24,stroke:C('--bal'),'stroke-width':1.5,'stroke-dasharray':'4 3',opacity:.7}));
|
| 120 |
+
svg.appendChild(ns('text',{x:bx,y:T+2,'font-size':10,fill:C('--bal')})).textContent='base bal';
|
| 121 |
+
CFG.forEach((c,i)=>{
|
| 122 |
+
const y0=T+i*(rowH+gap)+6;
|
| 123 |
+
svg.appendChild(ns('text',{x:L-10,y:y0+16,'text-anchor':'end','font-size':12.5,fill:c.aug?C('--text-secondary'):C('--muted'),'font-weight':c===bestAcc?'650':'400'})).textContent=c.name;
|
| 124 |
+
svg.appendChild(ns('text',{x:L-10,y:y0+30,'text-anchor':'end','font-size':10.5,fill:C('--muted')})).textContent=`train ${c.n_train}`;
|
| 125 |
+
[['acc','--acc',c.nat_acc],['bal','--bal',c.nat_bal]].forEach((m,k)=>{
|
| 126 |
+
const by=y0+k*21, bw=x(m[2])-L, col=C(m[1]);
|
| 127 |
+
const r=ns('rect',{x:L,y:by,width:Math.max(1,bw),height:17,rx:3,fill:col,opacity:c.aug?0.95:0.55});
|
| 128 |
+
r.addEventListener('mousemove',e=>showTip(`<b>${c.name}</b><br>${m[0]==='acc'?'accuracy':'balanced acc'}: <b>${pct(m[2],1)}</b>`,e));
|
| 129 |
+
r.addEventListener('mouseleave',hideTip); svg.appendChild(r);
|
| 130 |
+
svg.appendChild(ns('text',{x:x(m[2])+6,y:by+13,'font-size':11.5,fill:C('--text-secondary')})).textContent=pct(m[2],1);
|
| 131 |
+
});
|
| 132 |
+
});
|
| 133 |
+
host.appendChild(svg);
|
| 134 |
+
})();
|
| 135 |
+
|
| 136 |
+
// per-class table: base vs best-accuracy aug
|
| 137 |
+
(function(){
|
| 138 |
+
const A=bestAcc, augClasses=new Set(Object.keys(AUG.label_dist||{}));
|
| 139 |
+
const rows=D.classes.map(c=>{const b=(base.per_class_nat[c]||{}).recall,a=(A.per_class_nat[c]||{}).recall,sup=(base.per_class_nat[c]||{}).support;
|
| 140 |
+
return {c,b,a,d:dp(a,b),sup};}).sort((x,y)=>Math.abs(y.d||0)-Math.abs(x.d||0));
|
| 141 |
+
let h=`<thead><tr><th>class</th><th>support</th><th>base recall</th><th>${A.name} recall</th><th>Δ pts</th></tr></thead><tbody>`;
|
| 142 |
+
for(const r of rows){const cls=r.d==null?'':r.d>0.5?'up':r.d<-0.5?'down':'';const sg=r.d>0?'+':'';
|
| 143 |
+
h+=`<tr class="${augClasses.has(r.c)?'aughi':''}"><td>${lab(r.c)}</td><td>${r.sup??'—'}</td><td>${pct(r.b)}</td><td>${pct(r.a)}</td><td class="${cls}">${r.d==null?'—':sg+r.d.toFixed(1)}</td></tr>`;}
|
| 144 |
+
document.getElementById('perclass').innerHTML=h+'</tbody>';
|
| 145 |
+
})();
|
| 146 |
+
|
| 147 |
+
document.getElementById('foot').innerHTML=
|
| 148 |
+
`Classifier = Qwen3.5-4B LoRA SFT (Tinker), matched config, seed ${D.config.seed}, identical held-out eval(520)/natural(2897) `+
|
| 149 |
+
`(the base embedding-gated split); augment merged at run time from the HF manifest, eval/natural untouched. `+
|
| 150 |
+
`Eval (balanced set) balanced acc: ${CFG.map(c=>c.name.split(' ').pop()+' '+pct(c.eval_bal,1)).join(' · ')}. `+
|
| 151 |
+
`All four runs are single seeds — treat sub-2pt moves as noise.`;
|
| 152 |
+
})();
|
| 153 |
+
</script>
|
error_taxonomy_labeling/taxonomy/augment/sft_augmented_floor0.0_metrics.json
ADDED
|
@@ -0,0 +1,210 @@
|
|
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|
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|
|
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|
|
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|
|
|
|
|
|
|
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|
|
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|
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|
|
|
|
|
|
|
|
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|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{
|
| 2 |
+
"method": "tinker_lora_sft",
|
| 3 |
+
"model": "Qwen/Qwen3.5-4B",
|
| 4 |
+
"rank": 32,
|
| 5 |
+
"lr": 0.0002,
|
| 6 |
+
"epochs": 4,
|
| 7 |
+
"batch_size": 48,
|
| 8 |
+
"max_length": 4608,
|
| 9 |
+
"class_weighted": true,
|
| 10 |
+
"min_class_weight": 0.0,
|
| 11 |
+
"class_boost": [
|
| 12 |
+
"diagnostic_script_logic_error=2.0"
|
| 13 |
+
],
|
| 14 |
+
"class_weights": {
|
| 15 |
+
"command_syntax_or_usage_error": 0.6162953530732856,
|
| 16 |
+
"diagnostic_script_logic_error": 1.1918919564153165,
|
| 17 |
+
"diagnostic_script_runtime_exception": 0.2487018649213062,
|
| 18 |
+
"edit_application_failure": 0.29450011044294533,
|
| 19 |
+
"environment_precondition_not_met": 2.1413652098309073,
|
| 20 |
+
"invalid_session_reference": 2.9381522646517104,
|
| 21 |
+
"missing_dependency_or_plugin": 2.5783785179596643,
|
| 22 |
+
"missing_path_or_target": 0.5073917565462793,
|
| 23 |
+
"no_error": 0.10661649567934477,
|
| 24 |
+
"test_or_verification_failure": 0.6614688344503851,
|
| 25 |
+
"tool_call_schema_violation": 0.31118361423651114
|
| 26 |
+
},
|
| 27 |
+
"seed": 20260705,
|
| 28 |
+
"classes": [
|
| 29 |
+
"command_syntax_or_usage_error",
|
| 30 |
+
"diagnostic_script_logic_error",
|
| 31 |
+
"diagnostic_script_runtime_exception",
|
| 32 |
+
"edit_application_failure",
|
| 33 |
+
"environment_precondition_not_met",
|
| 34 |
+
"invalid_session_reference",
|
| 35 |
+
"missing_dependency_or_plugin",
|
| 36 |
+
"missing_path_or_target",
|
| 37 |
+
"no_error",
|
| 38 |
+
"test_or_verification_failure",
|
| 39 |
+
"tool_call_schema_violation"
|
| 40 |
+
],
|
| 41 |
+
"n_train": 3536,
|
| 42 |
+
"n_eval": 520,
|
| 43 |
+
"n_natural": 2897,
|
| 44 |
+
"best_epoch": 1,
|
| 45 |
+
"best_checkpoint": "tinker://6b9eba30-5654-59bf-b218-a5788519f5b0:train:0/sampler_weights/ep1",
|
| 46 |
+
"base_eval_acc": 0.6096,
|
| 47 |
+
"base_eval_bal_acc": 0.5394,
|
| 48 |
+
"final_eval_acc": 0.8115,
|
| 49 |
+
"best_eval_acc": 0.8115,
|
| 50 |
+
"eval_balanced_acc": 0.8087,
|
| 51 |
+
"eval_invalid": 0,
|
| 52 |
+
"per_class_eval": {
|
| 53 |
+
"command_syntax_or_usage_error": {
|
| 54 |
+
"support": 40,
|
| 55 |
+
"precision": 0.9,
|
| 56 |
+
"recall": 0.675
|
| 57 |
+
},
|
| 58 |
+
"diagnostic_script_logic_error": {
|
| 59 |
+
"support": 13,
|
| 60 |
+
"precision": 0.25,
|
| 61 |
+
"recall": 0.769
|
| 62 |
+
},
|
| 63 |
+
"diagnostic_script_runtime_exception": {
|
| 64 |
+
"support": 100,
|
| 65 |
+
"precision": 0.928,
|
| 66 |
+
"recall": 0.77
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|
error_taxonomy_labeling/taxonomy/augment/sft_augmented_floor0.5_metrics.json
ADDED
|
@@ -0,0 +1,210 @@
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| 163 |
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|
| 164 |
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|
| 165 |
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|
| 166 |
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| 167 |
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| 168 |
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|
| 169 |
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|
| 170 |
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|
| 171 |
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|
| 172 |
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|
| 173 |
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|
| 174 |
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|
| 175 |
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|
| 176 |
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|
| 177 |
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|
| 178 |
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|
| 179 |
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|
| 180 |
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|
| 181 |
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|
| 182 |
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|
| 183 |
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|
| 184 |
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|
| 185 |
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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|
| 194 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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|
| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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|
| 209 |
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"runtime_sec": 1144.2
|
| 210 |
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}
|
error_taxonomy_labeling/taxonomy/augment/sft_augmented_metrics.json
ADDED
|
@@ -0,0 +1,210 @@
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|
|
|
|
| 1 |
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{
|
| 2 |
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|
| 3 |
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|
| 4 |
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|
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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| 39 |
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|
| 40 |
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| 41 |
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|
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|
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|
| 171 |
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| 172 |
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| 173 |
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|
| 174 |
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|
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| 179 |
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|
| 180 |
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| 181 |
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|
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|
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|
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|
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|
| 186 |
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|
| 187 |
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|
| 188 |
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|
| 189 |
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|
| 190 |
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|
| 191 |
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|
| 192 |
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|
| 193 |
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|
| 194 |
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{
|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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{
|
| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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|
| 206 |
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|
| 207 |
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|
| 208 |
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],
|
| 209 |
+
"runtime_sec": 979.5
|
| 210 |
+
}
|
error_taxonomy_labeling/taxonomy/augment/sft_base_metrics.json
ADDED
|
@@ -0,0 +1,210 @@
|
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|
|
| 1 |
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{
|
| 2 |
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| 3 |
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| 4 |
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| 5 |
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| 6 |
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| 7 |
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| 8 |
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| 9 |
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| 10 |
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| 11 |
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|
| 12 |
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|
| 13 |
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| 14 |
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|
| 15 |
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| 16 |
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| 25 |
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| 26 |
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| 27 |
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| 28 |
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| 29 |
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|
| 30 |
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|
| 31 |
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|
| 32 |
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|
| 33 |
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|
| 34 |
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|
| 35 |
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|
| 36 |
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|
| 37 |
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|
| 38 |
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| 39 |
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|
| 40 |
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| 54 |
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| 56 |
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| 57 |
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| 59 |
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| 60 |
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| 64 |
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| 126 |
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| 159 |
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| 169 |
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| 170 |
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|
| 171 |
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| 172 |
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| 173 |
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| 179 |
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| 181 |
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|
| 186 |
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| 187 |
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| 188 |
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|
| 189 |
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|
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|
| 193 |
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|
| 194 |
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|
| 195 |
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|
| 196 |
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|
| 197 |
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|
| 198 |
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|
| 199 |
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|
| 200 |
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|
| 201 |
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{
|
| 202 |
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|
| 203 |
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|
| 204 |
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|
| 205 |
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| 207 |
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|
| 208 |
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|
| 209 |
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|
| 210 |
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}
|
error_taxonomy_labeling/taxonomy/augment/taxonomy_gap.jsonl
ADDED
|
@@ -0,0 +1,97 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
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|
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|
|
|
|
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|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
{"pair_id": "4c5577418e90d583c053397b", "sonnet_offtax_label": "unscoped_destructive_command", "classifier_pred": "environment_precondition_not_met", "source": "cascade_routed"}
|
| 2 |
+
{"pair_id": "9bb5b7d886c1b19a5346e426", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 3 |
+
{"pair_id": "13467cc5d5b16df9e6671066", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 4 |
+
{"pair_id": "7dc96b42c9577c528b927183", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 5 |
+
{"pair_id": "8e2f15e373e17cda6aab9fb5", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 6 |
+
{"pair_id": "274f62005efa3f9547d1da56", "sonnet_offtax_label": "self_directed_process_termination", "classifier_pred": "command_syntax_or_usage_error", "source": "cascade_routed"}
|
| 7 |
+
{"pair_id": "8333e00f49582403d32678a2", "sonnet_offtax_label": "redundant_definition_conflict", "classifier_pred": "command_syntax_or_usage_error", "source": "cascade_routed"}
|
| 8 |
+
{"pair_id": "d38fd66c5de678f11d48ed2a", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 9 |
+
{"pair_id": "0cbab5535b0d149318732fde", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 10 |
+
{"pair_id": "4eddcdef0a6babf9c564860a", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 11 |
+
{"pair_id": "754d42c55451dfeafe87ce58", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 12 |
+
{"pair_id": "01d928f972a465676be9101b", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 13 |
+
{"pair_id": "eb29a562820c7929a1736232", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 14 |
+
{"pair_id": "004979dcbc8107d84c100884", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_runtime_exception", "source": "cascade_routed"}
|
| 15 |
+
{"pair_id": "0479fd970288ad9f3932f50b", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 16 |
+
{"pair_id": "ec54e81c8fad0bfd47ed7502", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 17 |
+
{"pair_id": "e73e190945be2a19ac426424", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 18 |
+
{"pair_id": "29525bd203200dfe88a6ce74", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 19 |
+
{"pair_id": "45c528ec0f4ce832204f07b1", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 20 |
+
{"pair_id": "e7abb2c977685accd9107f1e", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 21 |
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{"pair_id": "a99d33e7c8fff1632bf8d269", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 22 |
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{"pair_id": "0202814066b03f90b407fbc7", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_runtime_exception", "source": "cascade_routed"}
|
| 23 |
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{"pair_id": "9e3094747d041f7a49546a47", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 24 |
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{"pair_id": "a84e3864e50a156745622f56", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 25 |
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{"pair_id": "42d86d72cdbfc46083dad5e6", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 26 |
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{"pair_id": "64ab8910853b8fae50eb9734", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 27 |
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{"pair_id": "c93cfed2375b67f7de825e28", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 28 |
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{"pair_id": "fb6703d7f3bead0b75357e57", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 29 |
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{"pair_id": "cf8cc7bd8e16b63e5ca1f8c6", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 30 |
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{"pair_id": "8408a8e9873dc0021273aa3c", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 31 |
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{"pair_id": "5851248e4f30016af1da6fc4", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 32 |
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{"pair_id": "38c258d60f175c308f8921d5", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 33 |
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{"pair_id": "695d0cdcd85bd422e888be48", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 34 |
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{"pair_id": "711340341d0383aa90176e61", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 35 |
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{"pair_id": "5df20dc4ef56ca8d66797b86", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 36 |
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{"pair_id": "12468d101f57318220a6f933", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 37 |
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{"pair_id": "eb7f70e7b4a3ad706462efc6", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 38 |
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{"pair_id": "5d299e8a4d92fb97cfcc0806", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 39 |
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{"pair_id": "4513a2ab76e0299ab1f773bc", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 40 |
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{"pair_id": "e671a60a85f114f36a3cfda7", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 41 |
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{"pair_id": "69ec3a2623be42b3d3cdd98d", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
|
| 42 |
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{"pair_id": "91f7b10bac21f18865ef520f", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 43 |
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{"pair_id": "c46ac11d88c64ea4c4854842", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 44 |
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{"pair_id": "2276bb2de20dc09ccf55a64d", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_runtime_exception", "source": "cascade_routed"}
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| 45 |
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{"pair_id": "f65a13bea7e4903b11a7b014", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 46 |
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{"pair_id": "1463f686ec4e9b34a0738a3b", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 47 |
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{"pair_id": "38073e8af2794e565488697c", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 48 |
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{"pair_id": "5df50e34f57d3db08a45c645", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 49 |
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{"pair_id": "7aaf5c59556fc3d4b5fe9281", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 50 |
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{"pair_id": "eae5d5c23ca796077e67ee23", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 51 |
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{"pair_id": "30494278088d38a178efd733", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 52 |
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{"pair_id": "4107703167f674204c166f2c", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 53 |
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{"pair_id": "536886c8f18a788bfb9d2a1e", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 54 |
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{"pair_id": "756990d3a12f781735221858", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 55 |
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{"pair_id": "d335804bd917abf473e005f9", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 56 |
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{"pair_id": "0afd83bcaf6cb95e5a55fa6c", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 57 |
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{"pair_id": "b25fe4c328f5d4c0f5f30645", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 58 |
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{"pair_id": "c77d86dd03447c55234fafe6", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_runtime_exception", "source": "cascade_routed"}
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| 59 |
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{"pair_id": "0332d2bd6b297ae8da818a67", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 60 |
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{"pair_id": "0cf321f91c1d7526fc9ac93c", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 61 |
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{"pair_id": "d03d6ca13d61305b5e3aa226", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 62 |
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{"pair_id": "7d632a0a52f3e6993f6a2c40", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 63 |
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{"pair_id": "3ef4ae5f0531d859b660a03d", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 64 |
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{"pair_id": "c1ec9f8dd1f34c0c74c98500", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 65 |
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{"pair_id": "3fdf62c92582fa0152bcab83", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 66 |
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{"pair_id": "56be99741466706ff292db18", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 67 |
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{"pair_id": "590dadde7286746ddeedc73b", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 68 |
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{"pair_id": "59cc806b6e938730fb2f4736", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 69 |
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{"pair_id": "6d1ca1ac5620fd9c96c39680", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 70 |
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{"pair_id": "9ab227c906ba8d78efb56f77", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 71 |
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{"pair_id": "f10374df6df5a4e655b97239", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 72 |
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{"pair_id": "f4abf2b0f5494eb385969281", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 73 |
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{"pair_id": "4f65b481c081d4a5a388361f", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 74 |
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{"pair_id": "75c05268095163a086d04d07", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 75 |
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{"pair_id": "9375b3bcc4d1990e4d46b4b3", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 76 |
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{"pair_id": "cef22173a53ff2d48e8a34d6", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 77 |
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{"pair_id": "af01b3a1d74269608c1c2ee5", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 78 |
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{"pair_id": "77a7a13f349f47e873e0699e", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 79 |
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{"pair_id": "d0763d446275b4555d464b52", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
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| 80 |
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{"pair_id": "e763387cc67f1d4c5bfd45a1", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 81 |
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{"pair_id": "648c65c33f92e1219c8f6e68", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 82 |
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{"pair_id": "c3409071d43af2b98356dd9e", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "test_or_verification_failure", "source": "cascade_routed"}
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| 83 |
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{"pair_id": "7fb6d00a671231787bc024af", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_runtime_exception", "source": "cascade_routed"}
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| 84 |
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{"pair_id": "cb360056d073b667b3e984c5", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 85 |
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{"pair_id": "16d1d0be308c19b4427ab294", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 86 |
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{"pair_id": "ec9026320ca32cbaf5aafa96", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 87 |
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{"pair_id": "f5d92e8f50265beab002b326", "sonnet_offtax_label": "verification_evasion_via_test_removal", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 88 |
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{"pair_id": "22aff0b04214bd8ced383dc6", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 89 |
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{"pair_id": "41d974734f363ded1a5b6943", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 90 |
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{"pair_id": "671b832a84b576a39784ecd6", "sonnet_offtax_label": "premature_plan_completion", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 91 |
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{"pair_id": "840dbca9ce5b04055858364e", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "diagnostic_script_logic_error", "source": "cascade_routed"}
|
| 92 |
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{"pair_id": "90dc79d75d1c6d859d2b3411", "sonnet_offtax_label": "adhoc_verification_reveals_defect", "classifier_pred": "no_error", "source": "cascade_routed"}
|
| 93 |
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{"pair_id": "c0f847cd8d93fc19977ba0f9", "sonnet_offtax_label": "premature_plan_completion", "classifier_pred": "no_error", "source": "cascade_routed"}
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| 94 |
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{"pair_id": "20b99beaa4bb32a38e87096c", "sonnet_offtax_label": "exec_backend_failure", "classifier_pred": "command_syntax_or_usage_error", "source": "drift_audit"}
|
| 95 |
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{"pair_id": "b268acae79ab3be3c61b8a49", "sonnet_offtax_label": "exec_backend_failure", "classifier_pred": "command_syntax_or_usage_error", "source": "drift_audit"}
|
| 96 |
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{"pair_id": "8c778da145f811b8c2b91f94", "sonnet_offtax_label": "exec_backend_failure", "classifier_pred": "command_syntax_or_usage_error", "source": "drift_audit"}
|
| 97 |
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{"pair_id": "98297bda77fa06d3468f40cb", "sonnet_offtax_label": "exec_backend_failure", "classifier_pred": "command_syntax_or_usage_error", "source": "drift_audit"}
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